From 75c4b10470a7361592fa2d9de040a4584617d0df Mon Sep 17 00:00:00 2001 From: lunamorrow Date: Fri, 24 Jan 2025 14:48:43 +1000 Subject: [PATCH 1/3] In response to reviewer 1, comment 7: Removed outdated 'README_worked-examples' and have updated module import paths in the PolyTop examples both in 'paper_worked_examples.ipynb' and on the documentation --- README_worked-examples.ipynb | 900 ------------------ README_worked-examples.md | 563 ----------- .../README_worked-examples_11_0.png | Bin 12650 -> 0 bytes .../README_worked-examples_16_0.png | Bin 9777 -> 0 bytes .../README_worked-examples_17_0.png | Bin 17284 -> 0 bytes .../README_worked-examples_18_0.png | Bin 17284 -> 0 bytes .../README_worked-examples_19_0.png | Bin 13067 -> 0 bytes .../README_worked-examples_21_0.png | Bin 11239 -> 0 bytes .../README_worked-examples_23_0.png | Bin 20668 -> 0 bytes .../README_worked-examples_25_0.png | Bin 21421 -> 0 bytes .../README_worked-examples_27_0.png | Bin 18976 -> 0 bytes .../README_worked-examples_29_0.png | Bin 20947 -> 0 bytes .../README_worked-examples_32_0.png | Bin 16544 -> 0 bytes .../README_worked-examples_36_0.png | Bin 13063 -> 0 bytes .../README_worked-examples_37_0.png | Bin 13419 -> 0 bytes .../README_worked-examples_38_0.png | Bin 14086 -> 0 bytes .../README_worked-examples_42_0.png | Bin 31344 -> 0 bytes .../README_worked-examples_43_0.png | Bin 33074 -> 0 bytes .../README_worked-examples_44_0.png | Bin 30086 -> 0 bytes .../README_worked-examples_45_0.png | Bin 31843 -> 0 bytes .../README_worked-examples_49_0.png | Bin 77580 -> 0 bytes .../README_worked-examples_50_0.png | Bin 65732 -> 0 bytes .../README_worked-examples_52_0.png | Bin 135114 -> 0 bytes .../README_worked-examples_5_0.png | Bin 9833 -> 0 bytes .../README_worked-examples_7_0.png | Bin 19373 -> 0 bytes .../README_worked-examples_9_0.png | Bin 18263 -> 0 bytes docs/source/getting_started.rst | 20 +- paper_worked_examples.ipynb | 23 + 28 files changed, 41 insertions(+), 1465 deletions(-) delete mode 100644 README_worked-examples.ipynb delete mode 100644 README_worked-examples.md delete mode 100644 README_worked-examples_files/README_worked-examples_11_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_16_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_17_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_18_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_19_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_21_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_23_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_25_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_27_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_29_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_32_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_36_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_37_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_38_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_42_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_43_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_44_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_45_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_49_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_50_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_52_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_5_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_7_0.png delete mode 100644 README_worked-examples_files/README_worked-examples_9_0.png diff --git a/README_worked-examples.ipynb b/README_worked-examples.ipynb deleted file mode 100644 index fbf7848..0000000 --- a/README_worked-examples.ipynb +++ /dev/null @@ -1,900 +0,0 @@ -{ - "cells": [ - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Polytop Library\n", - "\n", - "This Jupyter notebook will demonstrate how to use the Polytop library to load sample ITP files, create monomer instances, and display a 2D representation of molecules.\n", - "\n", - "## Importing the Library\n", - "\n", - "We will import the `polytop` library and confirm the version." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import polytop\n", - "from polytop.topology import Topology\n", - "from polytop.junction import Junction\n", - "from polytop.monomer import Monomer \n", - "from polytop.polymer import Polymer\n", - "from polytop.visualize import Visualize\n", - "from IPython.display import Image\n", - "from IPython.core.display import HTML\n", - "\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load topology from an ITP file\n", - "\n", - "First, we will load the ITP files for some molecules to use as monomers. We'll use some amino acids to make a polypeptide. We'll start by importing `Arginine` using the `Topology.from_ITP()` function. This function will return a `Topology` object that contains all of the information from the ITP file. Note for display purposes we'll add a double bond manually between the carbon and the second oxygen in the terminal carboxyl group." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[AE97.H26->[AE97.N5], AE97.N5->[AE97.C12,AE97.H26,AE97.H25], AE97.H25->[AE97.N5], AE97.C12->[AE97.N5,AE97.N6,AE97.N4], AE97.N6->[AE97.H23,AE97.C12,AE97.H24], AE97.H23->[AE97.N6], AE97.H24->[AE97.N6], AE97.N4->[AE97.C10,AE97.C12], AE97.C10->[AE97.N4,AE97.C8,AE97.H18,AE97.H19], AE97.H18->[AE97.C10], AE97.H19->[AE97.C10], AE97.C8->[AE97.C10,AE97.C7,AE97.H15,AE97.H16], AE97.H15->[AE97.C8], AE97.H16->[AE97.C8], AE97.C7->[AE97.H14,AE97.C8,AE97.C9,AE97.H13], AE97.H13->[AE97.C7], AE97.H14->[AE97.C7], AE97.C9->[AE97.N3,AE97.C7,AE97.C11,AE97.H17], AE97.H17->[AE97.C9], AE97.N3->[AE97.C9,AE97.H21,AE97.H20], AE97.H20->[AE97.N3], AE97.H21->[AE97.N3], AE97.C11->[AE97.O1,AE97.C9,AE97.O2], AE97.O2->[AE97.C11], AE97.O1->[AE97.C11,AE97.H22], AE97.H22->[AE97.O1]]\n" - ] - } - ], - "source": [ - "ARG = Topology.from_ITP('tests/data/arginine.itp')\n", - "print(ARG.atoms)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can visualize the topology as a 2D structure to make sure that this is the molecule we want to use." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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du1RAM8ZYRgYbPry9Ix1FRax3bwaw559nP//Mrl9nFy6w999nXl5MJmP/938m1mIJgcUx5UilVqsTExO599e50ZmTJ08aaX/5MouN1U0Nc3ZmCgWrqDD5BbSbWq1WKBTcQb5///7p6em8b6LVtTUqlUqsa3fT0tL69u3LTZtQKBS1AnVfjeI63d26dWtnp7tziouLp06dyv3MH3rooWz9zQNEdPgwGzeuvSMdtbW6Ry9ebD7p0H/5+rIvvzS9IssJLNapI9Xd0/wOtrq45k5Xr7K4ON07d/b2LDZWtKv/Tp06pX9zKiYmppSnmWnHjx+Pjo42cm2N+d28eTMuLs7GxgZAcHDwgQMHzLbpjna6TZeWltanTx99QLd/FJ9nx46x6Oj2jnRwJ4z9+7NPP21emJvLPvuMvfMO27iRff89X++LWVRgcVoeqcaOHXuvIxU3zS84ONjgNL+7lZWVvfnmdUdHBjA7O/b3v7PCQmFeQLu1vMalR48eJk6hbv+1NaI4cuRIWFgYFxyzZs0q68Tcto64u9N9Sn9Fu8AqKyv1AT1gwIAfzHzTkg6NdDQ2si+/bL43Q3S00NVZYGBxjB+p2jnNj8MdZt3c3IYNe1kmY9HR7OxZ4V9AuxUUFDz22GPca4mMjDx//nxH19C5a2vMT6vVKpVK7tSsV69eScLMTOtop1sghw8fDg0N1Qd0eXm54JtsOdLh5NT2SEdGBouI0EVVQEAbl33wxGIDi93jSJWRkaG/W0Cb0/w0Gs26deu8vLy49k888cTp0zVmfAUd0Lkp1KZfW2N++fn5E/78fMcnnnjiMn8z04xfW2N+XEBzvx0fHx+BApoxdv36dYVCcfyRR3RXsbY50nHkCIuM1EWVnx/Ps3iMsuTA4hw8eHDQoEHcDL2AgABuX/T19f3www+N/FVzh1mujwZg9OjR5u6Zd1yrKdS//PKLkcbl5eUKhYK7b6+J19aYX1NTU1JSEncgcXJyUiqVpr992aFOtzlduHDh4Ycf1r+bVMjrSERZWdmSJUu4STwDvLwa5s5tY2ryb781T67x9GRKpZnvoGL5gcX+PFLZ2dn16dPHzc3N+DQ/7jA7YMAAbhcZMmSIGWYe8ahlQBucmCbQtTXm98cff8yaNYt7Fffdd9/x48c7t56OXltjflxAczercXZ25iWg9QMd3FlndHT0WeMjHTk5zWNbLi5MoWjjsg9hWEVgcR566CEAuwzehf5PGRkZw4cP5/bdkJCQpKSkrjUjpn1aTaHe8ef9emprawW9tkYUe/fu9ff35yYcxMXFVVdXt/+5plxbY37Xrl3TB3RERITxmTdGcJdY9erVS78bnDB+e8zCQhYby+zsdGNbcXFMvCFOKwqsMWPGADhy5IjBRw8fPjxu3DjuV9i3b18RZx7x5ezZsw888AD3isaPH//UU09xkx4h8LU15tdyYlpgYOD+/fvbfAov19aIYs+ePf369dMHdE1NBwZVtVptUlKSfmCk7YGO0lLdR6rox7bEHuK0osDiRihOnz7davmxY8f0g7hdZOYRXxoaGjZs2MBNTON4e3t/8803YtcliNOnT7fn5su8X1tjfjU1NfqADgoK+q4d97Ts8EBHeTlLSGCurrqPVImJYXl5vL0AE1hRYHFTri5cuKBfkpWVpZ955Orq2tVmHvElKysrNDQ0MDBw4cKFXW10hl/GJ6YJd22NKE6ePKm/cComJsbIxLQODXRUV1cf3LBBd98YmYxNm9albtdtRYHFzazhLtm5fPlyq8NshTkvriFCunjx4sSJE/WD6Onp6Tk5OY899pjQ19aYHxfQLW++3KpBhwY69LcPsre1revfn02YwDr7PoZwrCiwuDdEuP6/QqHQH2ZLLOOjtcidNm/ezF1So2djY/Pss8+27GJbhvz8/LtvvtyhgY76+vpPPvmEu2YT3KXmhw+b8RV0gBUFllwuB8DNvSovL583bx6/U1pIV5Ofn6+/MU7Pnj137twpdkUCSklJ4SamOTo6cvNauPPi1atXGxmYN3j7oC4yAc0gawksrVbLnQ6IXQgxt19//TUzM1PsKsyhvLw8NjZW35188sknjQ90iHv7oM6xlsCqrKwE4GbaJ3YQ0vX9+OOP+okLoaGhBkc8jhw50kVuH9RR1hJYxcXFAHr37i12IYQITqPR6N92mDZtWsuHWn40t6enp1KpFPQekLyzgXVQq9UAuPdTCLFsjo6O+/fvf+WVVwAcPnyYW5iTkzN9+vTw8PDU1FTu9kEFBQX6u4FLhbUElkajAcBd60uINeA+WDsiIuLKlSsvvvji0KFDU1NTHR0d4+LiCgoK9BcSSoud2AWYCfWwiLXh9vlLly4NHDjw9u3bcrn8hRdeSEhI0N/qS4qsJbCoh0WsDbfPX7hwwdbWdvbs2StXrtR/UJt0WUtgUQ+LWBtun+/fv/+ePXsGDx4sdjn8oDEsQiwTt89PnjzZYtIK1hNY1MMi1sYi93lrCSzqYRFrY5H7vLUElkUebQgxwiIDy1oG3e3tp0dGPtK7t0X98ggxwiIP0tbSwyopCcrMvL++fojYhRBiJhbZw7KWwFKrAcCyDjaEGEM9LAnTaAAKLGJNqIclYVwPy7J+d4QYQz0sCaNTQmJtqIclYdwpoWX97ggxhnpYEkY9LGJtqIclYdTDItaGelgSRj0sYm0ssodlLTPdaVoDsSpNDQ2vDBlS1djo4OAgdi18kjHGxK7BHBwdUVcHjQaSuoE1IZ116xbc3dG9O27dErsUPlnFKWFjI+rqYGODbt3ELoUQ87DQUVurCCz9704mE7sUQszDQkdtrSuwCLEWFrrTW0VgWejBhpB7s9Cd3ioCy0IPNoTcm4Xu9FYRWBZ6sCHk3ix0p7eKwLLQgw0h92ahO71VBJaFHmwIuTcL3emtYqZ7WBhUKnh7i10HIWZjodd2WEVgBQYiNlbsIggxJwu9ZaXFnhIGBEAmw/z5rZd/8w1kMixfrvs2NBR29whtR0cEBQlYISECojEsKfr4Yxw9aqxBQwMaG2HwesqGBjQ0CFQXIQKz0DEsSw4sV1c4OeHllyl3iPWhHpbkuLhg8WKcOYP33xe7FELMjHpYUqRQwN8f8fG4fFnsUggxJwvtYVn4u4SOjlizBjNm4NVX8dVX92x24YIZayLEDCy0h2XhgQXg2Wfx6afYtQtpaZg82XCbkBDz1kSI0KiHJV0bN2L4cCxciEcfNdxApTKw8OWXBS2KECFRD0u6Bg/GokV45x2sW4fhww00mDvXwL397p7DRYhkREbCzw9eXmLXwTMLH3TXi49Hv3545x2UlIhdCiFmsH49du9GQIDYdfDMKnpYAJydkZiIadOwZo3YpRAiHI0GO3bg0CGUlsLBAcHB+N//xZgxd7R5/30UFGDVKnTv3vrpCQmoqcH69Wart6Ms9lNzAgKg1bbuT0VHY+9eAFi2DG+/DQADBiA/H01NBk4J5XL4+qKwUPdtTQ22b0d+Pvr2xXPPGfhdEyKyw4fxzDMoKYGDA/r2RV0drl4FgMmTsWULXF11zcaOxU8/oaQEvXu3XoOfH8rKcPu2WcvuCGs5JeRs2NDJD86pqMCIEdi+HY6OSE5GRARqavgujhBTZGVh4kSUl2PjRlRUIC8PRUXIy8Nf/oK0NEybhqYmsUvkgcUG1kMPYezY1guDgrB2LSZMaL6q+cEH8cgjhj9N55FH8NBDuv9XVmLOHKSn4/XXkZ6Oigrs3i1Y6YR0QlwcamuhUmHBgubZDMHBSEvD6NE4cACpqaLWxw+LPSUUVFgYXnoJCxaIXQchnMJCBAYiMBD5+QYOv+npePxxTJyI/fsBOiW0MsXFyMvDAw+IXQchekePgjFERRk+WRg/HnK5ro3EWcu7hHxpasK8eZg8GSNHil0KIXrFxQDg72/4UQcH9O6NK1dQU9M89P7007C3b93yxg3BSuQHBVYHaLWYOxfXr+PAAbFLIaQlrRaAgQDSc3AAgLq65sCqqDBw70qD75d3JRRY7VVcjOnT4eqK776jOQ2ki3F3B4CbN+/ZoKICMpmuGScj455jWF0YBVa7nDiB6Gi4uOC555CSAgADBuDhh8UuixBOaCgA/P674UeLi1FejkGDIJebsyghUGC1S3k5pkwBgDNndEuk/6snFuR//gfu7jhwADduGLh+cNs2AHj8cfPXxTua1kCIRVixAm+/jWnTsH37HYNT2dl48EHU1eHcOd38QylPa6AeFiEWIT4eBw/iq68wejTmz0dICGpr8eOP2LABNTVQqSzjM6AosAixCA4O+O47xMfj448xZ07z8pAQrFuHSZPEq4xPdEpIiGWpq8OJE/jjD93dGrjx+JauXoVGg6Ag2Nq2fujSJTQ2IjjYPJV2AgUWIUQy6NIcQohkUGARQiSDAosQIhkUWIQQyaDAIoRIBgUWIUQyKLAIIZJBgUUIkQwKLEKIZFBgEUIkgwKLECIZFFiEEMmgwLJSmzZtKikpMdJArVa/9957ZquHkPagwJK8hoaG5OTknJyc9j8lJydnwYIFarXaSBtbW9u1a9fu2rWrnev8448/UlNTDx061P4yWjl27Ni3335rvE1eXl5ycnJjY2Ont0KkjRGJu3XrFoA1a9a0/ylTp06dPXt2m82USmVISEhTU1N71rlixQoA3bt312g07a+kpVmzZoWEhBhvs2HDBgA1NTWd2wSROuphWZ3Lly+npaW9+OKLbbacM2dOQUFBenp6e1abkpIyYsSIqqqqffv2da6wTz755OTJk8bbvPTSS9XV1c7Ozp3bBJE6Ciyrk5SU5OfnN3r06JYLVSrV8uXLW7X09vaOior6/PPP21zniRMnLly4sGzZspEjR27dulW/PD8//8yZMw0NDenp6Tt27NCfhF67dm3Xrl1btmzJzMz8+eefL1++DKCwsJA7sb1169aBAweamprKysp27Nixe/fuiooK7ollZWWnT5/mOn0HDhy4efOmWq3eu3dvSkoKtxK9xsbGQ4cObd68+dtvv62tre3Yz4h0WWJ38YipOnpKGBkZOXPmzFYL582bN3bs2Lsbr1q1ytvbu82zwiVLlri6umo0mvfee8/e3v7GjRvc8mXLloWFhUVGRtrY2ACoqKhgjC1fvlwul7u7u4eEhHTr1g3A6tWrWYtTwqNHjwKIj4/v3r374MGDu3fv7uXllZ2dzVqcEtbX1wNYuHBhr169Bg4c6O3t7eDgsHv3bm67V69eDQ8Pl8vloaGhTk5O/v7+ly9fbufPh3Rl1MOyOqdOnRoyZEg7G4eHh5eWlhYVFRlpwxhLTU3961//6ujo+MwzzzQ2Nu7cuVP/aFZWVlRUVF1dXVVVVY8ePTZt2vT2228vW7asoqIiJydH33W624EDB7Kzs7OysvLy8hoaGt5999272+zcuXPfvn25ublFRUVDhw5duXIlt3zu3LnXrl3Lzs7Ozs7Ozc2trq5+66232vmSSVdGn5pjsX788cfXX3+95ZKZM2c+//zz1dXVnp6e3JKvv/761KlTAE6cOFFaWpqQkADA09MzLi6Oa8C1LCsrO3/+/KpVq1qu7fnnn3/hhRcAHDlypLCw8Omnnwbg4+Pz8MMPb926NTY2lmsml8vj4+NlMplcLgfw4YcfhoeHJyQkyGQyANy/Bq1YsaJPnz4AvL29hw0blpeXd3eb2NjYiIgIAPb29uPGjVOpVAA0Gs3+/fsXL17s6elZWVnp7Oz82GOP7d27t+M/QtLlUGBZrJ49e44bN67lksDAwJqaGgBOTk7cktLSUi4Ibt68WVtby/2/urpa/xRueLuqqqpXr16t1ubv78/9Z/v27QB27NiRlpYG4NatWydOnCgsLNQ3aJlK2dnZs2fPNpJTei3bODg4GJ+EwbXhzhMvXrzIGFu3bt26dev0j9rY2Gi1Wnt7+za3S7oyCiyLNWTIkLfffrvVwvr6eplMVlVVxX07d+7cuXPnAnjppZeysrK2cZ9p3gI3QNajR4/w8PDw8PC7t9LY2JiamhCM3/MAAAK7SURBVBoWFqZWq7lMCQgIOHfu3LZt25YuXXp3e0dHR248SziOjo4APvjggxkzZrRcznXxiKRRYFkXbrT7xo0b7WxfWloKwNvb+14Nfvjhh+vXr2/bti0qKkq/8Nlnn92yZYvBwAoODv7111/13xo80TORv7+/k5PTqVOn5s+fz/vKibgosCzEb7/9lpycrP/W39+/1cQFvfvvv58bt2rJx8en5Zmg3smTJ/v27evr63uv7W7fvt3HxycyMrLlwpkzZyYnJ589e/bu9nPmzHn55Zfj4+NfeOGFoqIiITLFzs5u/vz577333tChQ6dOnarRaA4dOuTn5zfJUj792JpRYEmeTCaztbVNSUlJSUnRL3zmmWfuFVhRUVFr166tr69veYrEDbffLTMz85FHHrnXpuvr63ft2jVjxgzbOz9DeOLEiV5eXlu3br37LGzevHllZWUffPDBW2+95eHhsXDhwt9//517yNbW1s6ujR3SxsbG1ta2zSGw1atX29jYJCQkLFq0SCaTDR8+/O5ZZkSK6JOfrU5paam/v39qamp0dLTxlvn5+QMHDvzpp5/GjBnDexmVlZU9evSoqalxdXVdt27d4sWLed9EQ0NDRUWFu7s7jbVbDJqHZXW8vb1nzJjxwQcftNnyo48+GjVqlBBpBaBHjx4AcnNzAQQFBQmxCTs7O29vb0orS0I9LGtUXFw8aNCgzMzMESNG3KtNeXl5QEDAvn37xo4dy+Omv/jii2+++SYmJqZv375lZWVvvPFGUVHRhQsX3NzceNwKsVQ0hmWN+vTp8/XXX4eGhhpp4+7unpyczG9aAQgLC8vMzFyxYsWVK1c8PT0jIiKSkpIorUg7UQ+LECIZNIZFCJEMCixCiGRQYBFCJIMCixAiGRRYhBDJoMAihEgGBRYhRDIosAghkkGBRQiRjP8HsvFJchOPLkMAAAD2elRYdHJka2l0UEtMIHJka2l0IDIwMjQuMDMuNgAAeJx7v2/tPQYgEABiRgYI4AFibiBuYGRn0ADSzMxsEJoFxkeIKwBpFqwUO5iCa+WA0EwwmpuBUYGRSYGRWYOJmYWBhZWBlY2BjZ2BnYOBnZOBk1uBk0uDyQnkGvFZSE5j4LmRtuaA4TkLexCn7Fbzgd0dS/eC2LqXWw8I6p/aD2LvXmV0YHWNLFjNO+XD+yu4HPaB2CE1HvtUtJnA4n8VO+09V0wDixvMlnSw3nzWDsSe1yPrEOL8Gazmy+YshzDvs2A1wvfnO+gJTAeraT+U5hCt+RlslxgAib02SUzBaK8AAAFlelRYdE1PTCByZGtpdCAyMDI0LjAzLjYAAHicfZPBbsMgDIbveQq/QJFtbMCHHdqkq6ZpqbR1e4fd9/6a3aojldAgjsB8mPg3mSDa+/L6/QN/jZdpAsB/HjODr4yI0xvEAA7H08sK82V/uHvm8+d6+QBiIPI93h/Z/eX8dvcQrLDTlFtVFcBUmZoVH+C19a0MM+wkEaNQg50DDRvXAZkjpJONkZ2kpNW00ICUIDlVo1JjvZBSkwGocbgHYtEscTj59woOyBKkr5vWFh+n2KSOzq4OUsJKWTF2sAlrHoDNQU7iPouAglS1DTjzZJwrVLF5ZEMU4wFHXiDIqZTKt1w8tBUdkQRnkGSm1iIFNkUZguygh0QtnEOoZlZxJM9xXR7Kf7sQh/O69AsRnXvZfQK515a9C8zPpyfuZSQ37cUit9IrQm61605uratLbtZFjCltxaLrizei8NVD25y2GcT8/jv4ePoFYB2jd6s462kAAADYelRYdFNNSUxFUyByZGtpdCAyMDI0LjAzLjYAAHicXY4xcsNACEWvksKFNIMIsLDArJ1GjSvpDrlCJp0PH1bpTAN83v/DsS/H+jj2qhr25XGu58dr2QxbuBkQunBkh7EpspAKbIQUFOLyL4ZQg43RPG1ygp7cvaydjUNLqqOotWnlip1STWkeEzMKdYbBSM7NJiWpUvwQVCIuRond4hI6F8yYRJowGvbuckUXmt1gKGZaBswYI7ULIusyv4xMhxVux/P+8/v9JffP2cZ4248x6x06x/m8vf4AlyFD6fAQovsAAAAASUVORK5CYII=", - "text/plain": [ - "" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Visualize(ARG).draw2D('tests/output/arginine.png',(400,200))\n", - "Image(filename='tests/output/arginine.png') " - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we need to select the terminal amine and the terminal carboxyl group as polymerization junction points in this topology so we can define this topology as a monomer. First we redraw the topology with explicit hydrogens visible and atom IDs displayed." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Visualize(ARG).draw2D('tests/output/arginine_unordered.png',(400,200),remove_explicit_H=False, show_atom_ID=True)\n", - "Image(filename='tests/output/arginine_unordered.png') " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The first step is to reorder the atom indicies to minimize the name space required for this mononmer (this is not strictly necessary, but it will make the atom IDs easier to read). We can do this with the `Topology.reorder()` function. This function will return a new `Topology` object with the atoms reordered." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ARG.auto_rename_atoms()\n", - "Visualize(ARG).draw2D('tests/output/arginine_ordered.png',(400,200),remove_explicit_H=False, show_atom_ID=True)\n", - "Image(filename='tests/output/arginine_ordered.png')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we can select the atoms that will be on either side of the polymerization junction points, and give each junction a name. And finally display the monomer highlighting the junctions." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "\n", - "ARG_N = ARG.junction('N1','H9').named('N')\n", - "ARG_C = ARG.junction('C5','O1').named('C')\n", - "ARG_monomer = Monomer(ARG, [ARG_N, ARG_C])\n", - "Visualize.monomer(ARG_monomer).draw2D('tests/output/ARG_monomer.png',(400,200),highlight_junctions=True)\n", - "Image(filename='tests/output/ARG_monomer.png')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Loading a glutamine topology\n", - "\n", - "And we'll do the same with the second amino acid, glutamine" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "GLN = Topology.from_ITP('tests/data/glutamine.itp')\n", - "Visualize(GLN).draw2D('tests/output/GLN.png',(400,200))\n", - "Visualize(GLN).draw2D('tests/output/GLN_unordered.png',(400,200),remove_explicit_H=False, show_atom_ID=True)\n", - "GLN.auto_rename_atoms() # not required, file already ordered\n", - "Visualize(GLN).draw2D('tests/output/GLN_ordered.png',(400,200),remove_explicit_H=False, show_atom_ID=True)\n", - "GLN_N = GLN.junction('N1','H6').named('N')\n", - "GLN_C = GLN.junction('C4','O1').named('C')\n", - "GLN_monomer = Monomer(GLN, [GLN_N, GLN_C])\n", - "Visualize.monomer(GLN_monomer).draw2D('tests/output/GLN_monomer.png',(400,200),highlight_junctions=True)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Glutamine pipeline" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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", 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", - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Image(filename='tests/output/GLN_monomer.png')" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Construct a polymer from a set of monomers\n", - "\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "dipeptide = Polymer(ARG_monomer)\n", - "dipeptide.extend(GLN_monomer, from_junction_name = \"C\", to_junction_name = \"N\")\n", - "dipeptide.topology.title = \"ARG-GLN Dipeptide\"\n", - "Visualize.polymer(dipeptide).draw2D('tests/output/dipeptide.png',(400,200))\n", - "Image(filename='tests/output/dipeptide.png')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# large polymer \n", - "\n", - "We'll take a monomer like ethylene terephthalate and polymerize it to a large polymer PET. There appears to be a problem with inferring bond orders in benzene rings, but this is just a problem for visualization. We'll show it without inferring bond orders (so no double or triple bonds) to make sure we get the right atom numbers for the polymerization junctions. The produced ITP should still be correct as bond order is not stored in the ITP file." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "eth_topology = Topology.from_ITP('tests/data/ethylene_terephthalate.itp')\n", - "Visualize.topology(eth_topology, infer_bond_order=False).draw2D('tests/output/ethylene_terephthalate.png',(400,200), remove_explicit_H=False, show_atom_ID=True)\n", - "Image(filename='tests/output/ethylene_terephthalate.png')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Manually construct double bonds " - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "eth_topology.get_bond('C2','O1').order = 2\n", - "eth_topology.get_bond('C8','O9').order = 2\n", - "eth_topology.get_bond('C4','C15').order = 2\n", - "eth_topology.get_bond('C7','C14').order = 2\n", - "eth_topology.get_bond('C5','C6').order = 2\n", - "\n", - "Visualize.topology(eth_topology, infer_bond_order=False).draw2D('tests/output/ethylene_terephthalate_double_bond.png',(400,200), remove_explicit_H=False, show_atom_ID=True)\n", - "Image(filename='tests/output/ethylene_terephthalate_double_bond.png')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Set the junctions to create a monomer" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ETH_A = eth_topology.junction('C12','O13').named('A')\n", - "ETH_B = eth_topology.junction('O3','H16').named('B')\n", - "ETH_monomer = Monomer(eth_topology, [ETH_A, ETH_B])\n", - "Visualize.monomer(ETH_monomer, infer_bond_order=False).draw2D('tests/output/ETH_monomer.png',(400,200),highlight_junctions=True)\n", - "Image(filename='tests/output/ETH_monomer.png')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Create polymer from 3-5 monomers\n", - "\n", - "PET is usually made from 100-200 monomers but that would not be visible so we'll just make a small one here." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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27FipmgpifApBGPDQ/+bpCi04OLhu3bo8E/T48ePXr183adKEiKpXr37r1q38H6d27dq8K23Tps3q1av5pMWRI0cUCoVCoUDRnrTS09OHDRtGRAYGBnv37k1PTz958qR4RCQMmJ8/f16gI+cuwktNTW3duvUXX3xR0IRvamoqbxWfY9PR0eHxd//+/Ylo7969BToaFCslJsC6efOmpaUl/0hMmjRJ8uMfPnxYnAny9vbmwVz37t3Fk7Q8lT5y5EieSj969Kj4KcbY48ePc6TS9fT0tLnysexQqVT8K4n/x/FgS8jTFUVKSkqfPn2IyNDQ8MCBAxkZGSNHjuT/lXlXRaSmpoqvloYNG+ro6LRv3379+vV8du3evXt8owdDQ8MiNhJyW7NmDQ+tRo0atXPnzo92pbz2vEB8fX2rVKlCRC4uLpGRkYyxgIAAU1NTR0fHsLCw/B9HqVTu379/wIABwhWrp6fHtxfh4dr169cL2jb4lHfv3vGiKzMzs3/++Uf8VFpaGo9p+Ne4EIivXr1aXDj1UUqlcsaMGR8dayUlJYkzHgUVHx+/a9eu+fPn84dLly4lotmzZxf6gCC7khFgnT17ln8S6tSpY2JiQkQNGjQQ8nRFl2M4sn37dn19fSIaM2bMp4YjPJUunp1q0aJF7lQ6n1kxMzOTpJ0g5uvry6fobWxsWrVqlWOdzq+//sr3nimomJgYPhNpbm5++fJlxtjOnTuJqEKFCmfPns3/cZKTk8Vdqa6ubqdOnZKTk1UqlYYSmmXZp6YYhUkLcVfq4ODg4eHBJxf/1dGjR/ll1q9fP/EM09WrV+Pj4wvX2pSUFN6qzp0789+MHz+eiNatW1e4A0IOISEhDRo04IOuO3fufOplQqTFh9PiycWPfjzT09OHDBnCB0j79u3LzMwU1gNK7vTp00TUoUMHDR0ftKAEBFjbt2/n5RRjx45NTU0VTw4RUfPmzX/55ZdCz/+LM0H8e3nz5s38yIsWLcr/cCQyMpJ/C/OPaIcOHTZu3JiVlfX8+XMiMjExQc2NtI4dO8ZD7e7du/NtySSZ/3/27Fm9evWIyN7e/vHjx8Lv//Of/+TxNZ0HYf7fxMRE2DWA1+6cOnWqEAeE3MSZoD179nz0NXl0peJVCzkIQ6+JEydmZWXlMybLP2El/4YNGwiJY4m8CAzk6Y5mzZrl8Z8rliNPJ748hB2M3717x1cum5mZXbp0KSEhoWvXrkS0fPlyCRv/559/Ojs7//DDD1FRUURUvnx5TWzcBdpRrAMsYVRKRPPmzVOr1cL33YABA0aNGlXE+f+0tLTBgwfz4cj+/fv5L6Ojoxs2bLh58+aCtjbHR7R27dr897xqHrWKElq7di2vVx0/fnzuVTa55/+F78q85//9/Px4JqhFixaS7wsfHx9/9+5d/vOcOXOISFwOD4UWGxvbvn173hWJC+A+JY+uVDxpoVarv/vuO/HQy8PDw8TExNfXV8LGBwYGLly48PTp035+fkTk6Ogo4cHLqLNn1RUqjGrTpqDF5lxCQsKuXbvc3NwMDAz45aGnp9ejRw8PDw9ehGdnZ/fo0aPw8PBmzZoRUbVq1QICAiRs/p9//klEfGqTFxSKR3qllZ+fX82aNa2srPgSsVKzdrL4BlgZGRmjRo2i94Uv4qkmDw8P/pqPzv/nM5WeOxMkPnVRWs4/osJIeuDAgUS0e/fuohwTuLyLzXMQutL8zP8fO3aMz0H26NEjMTHx/PnzXbp0kXZ7s/T0dH9//9DQ0H379vGUk4QHL6NCQsLbtrW1srKysrp9+3aB3iqeXBTSuPzyCAsLGzp0KB967d27NzMzk997R09Pz9PTU8Lmr127logmTJiQlpamr6+vq6tbFurck5KSpk2bNnDgwPPnz0s8tb9pE9PVZUTpkycXsZOOi4vjt2rgkZZCodDR0XF2do6IiLh//76trS0RNWzYsCjrED8qIiKCiCpWrKhWq8tInfudO3eqVasmTkxVq1Zt+vTply5dKumzd8U1wIqPz+jb93N7+/Lly589ezYlJaVv3770vug498sLOv///PlzIRP06NGjsLCwbdu2aeLvoVKpli9fTkRff/21Jo5ftqSlXf76a4VCYWBgUKCANXdXmmP+f82aNXxmdMKECVlZWX/88QcvwluzZo2Ezf/66695QuHp06dEZG1tLeHBizNfX989e/ZInyW/eZNVq8aI7ru5/euAKg/x8fE7d+7s1auXMGnB50d5JigpKalnz55EVK5cuT///FPC5jPGrl27RkRNmzZlZabOPSkpqUWLFvR+pae5ubk0kxZqNVu0iBExhYL929CrQGJiYrZu3cp7Fl4nwFP87du3j42NlfBEAr5x17Nnz8pCnfv58+d5Taqrq6uPj8+iRYvq168vRFqVK1eePHnylStXirJ6QEbFMsAKDWWNGzOiNGfn27dv5zHVlFt+Uul+fn5Vq1YVMkF8OwaFQiFeElh0S5YssbS03Ldv35kzZ4ioXbt2Eh68mNNIwdm7d6xdO0a05vPPL1y4ULhjxMfHe3p69u7dW+hK9fX1eaitUChWrFjBGPPw8OBf/bnvglJEu3fvJqKBAweq1Wp+k+BSX+euVqt5Fl5HR0eyrpQ7e5aVL8+IWJcurLDF5jnwSYvevXtXqFDBwMDg1q1bKpXK1dVVE5kgLiUlRU9PT19fPy0trSzUuYeHhzdt2pTnc/v3788/elz16tVnzpx55cqVwnzoMjLYyJGMiOnpMc3sfs5H+Pv37w8MDKxevbq1tbXm9pTmm9l6eXmV+jp3T09PPpQdNGiQeMUYXyLGc7JEVM/cXF2zJps1i125wkpUpFX8Aqx795iNDSNiDg7s5UvV06ctGzem9zciyP9hEhISdu/e3adPH0NDQyGV3r179xkzZoiLo4XwuXXr1tHR0RL+PfiNoufMmRMTE0NEpqamZaHOfcWKFaamphUqVJA4lf7iBWvYkBExKytWwEzQR4nn/83NzY2Njffs2ZOVlcU7OV1d3U2bNhX9LDk8fPiQiGrWrMnKRp17ZmbmF198wYNXvsOcZPP/27czfX1GxMaMYRq4zwzfZt3Pz+/hw4eff/555cqV+d2QNIGv2vH39y/1de737t3jmTUHBwchs3b79u3vv/9e2GyTiBo1aKCePZv5+eW3K01MZD16MCJmaso0dsf3xYsXE9HcuXOjo6P597nmsle8CmLBggWlu849P0PZGzduzJkz53i/fowo+4+dHfv2W5Z7tKNSMfGWk+IDyvevV8wCrPPnWcWKjIh16sTi4pifH6tSJapFi7auroUuOs6RSud18bw4+lPhsyROnTpFRB07dmRlps5dWO8pcSo9KIhZWzMi1rgx+8QNKAotOjqaT/5HRETExMR07tzZyMhIfANKCalUKl4sGBUVNXfuXJJ0n/HiJndm7c6dO/Pnz+c3buOsra2/nzuXXb9egFGpkAkiYvPmaWg4yyuuNmzYcOPGDR4QaOIs3JgxY4ho48aNpbvO/cKFC3kPZfmkRZ06dca2bZv9/2tjk69Ji0GDsodehVrnm0/e3t5E1KlTJ8YYDxMfPXqkoXNFREQIW8zY2NiQ9uvc795l8+ax6dPZsWOaOLxSqfzyyy/5UHbDhg3//ga1ml2/zr7+Orsj4H9q12bff8+CgphSyWbNYp07s759WbduLCSEMcbeLzJjjLE6dTTxt8iP4hRgeXpmj0oHDWJpaezIEWZszIiYm5tKilrjd+/erVq1ioiMjY1VKlVycjJfo/Hdd99pIr8bGRnJ4zmVSlUW6tyF4cgXX3wRFBS0YMEC8fy/tbX1V1995XvtWoF7xHPnWIUK0maCcujQoQMRnT592svLS9MT8nznwzNnzvDbLvXt21dz55LRmzdv8lhjJZ7/H9KqVQG6UsbY+PGMiOnrM43tP8QYW7duHR+Gpaen89pzzd3N/fz58xs3bnz27Jlsde5paezyZebjo6HPF2PM09OTj2/d3d3zHsqq1epEf382e3Z2HkPclQrx04kTbPBg1r8/W7eOqVTs1SvWvbvkQ68c3r59S+9rzwcMGEBEn9oQRFoy1LnfvcucndmNG+z5czZqFPvtN2kPn5SU1Lt3bz70KvBQVqViV66wWbOYlVX2tTF0KNu5k02dmv2CCxdYjx6MIcDKYfVqplAwIjZrFlOp2Jo1TEeHEbEJE5ikKzaFAQGfbhE2+tMEHsA9efKkdNe5Z2VlTZ48mQ9HNm7cKH6Kd6VCpNXHxYXVqFGAVPqOHdkx9xdfaCITxM2ePZuIli5d+uzZMx4TaOhEjLHFixf36tXr0qVLpbjOPf9rrG7cuHFn+XJWs+aHrtTenv3nP0x885k3b9jOnWz7dsbH9Pv3s/LlmYZTq9evXycivm8Zrxm6evWqRs/IyVDnHh7OXFzY4sXsl1+Ys/NHMi9Ftnr16sIUNarV7Nq1/+lKidikSeyvv1i3buzdO5aezmbMYEuXSt7gT7G2tiYifoNRIvrmm2+0cFIZ6tynTGHHj2f/nJTEatWS8NgRERHOzs5EZGFhIb5HZ4Eplezvv9nUqez0aTZqFBMXZ9vZMaWS1ajBDh/O/lO9etFbXjjFI8BKTGT16zNdXbZxo+YWg3DC4OPcuXNE1KZNG8lPIejXr5++vv6pU6dKcZ17PtdY3bx5c+7cuSfc3HKm0m/ezPnSd+8Yv5m3Ws3692dEbMECjRY27t27l4j69++vVqvNzc2JKJ+bExaFPHXuKSlswgTWvTvr3p2NHcuSkiQ/g5AJatWqVX6LGj86/1+3Ltu5kwUFsebN2Z497MAB5uLCeJQTFSV5s3NITU3V09PT09NLTU2dOHEiSb2e9FNkqHOfOZMJsyMBAaxrVwmPrVQqp0yZwode69evL+RRhEmL6tXZ7t1syBAmBLvJydqcnBDq3M+cOaOrq/vFF19o9HQZGRlxcXEy1Ln37Mnu3//w0N6eZWYyKWZwHzx4wKtlateuXfQbmn3g7s78/T88rFOHpacza2u2dWv2n6pVJTtXARWPAIsxFhLCvL1ZejobNowRMQMDppkJWGHw8e7dO4VCYWJiork9zSIiIvhKE9nq3L282KhRbNw4lo8NGAvhzZs3/AbG1apVu5k7VMotj1T6o0csIoJ16cKGD2eDBrFevVhsLEtNZZIu7fyox48fE5GNjQ1jrHPnzkQk+Wr8j5Khzn3hQrZiRfbPK1eyefOkPfzBgwf5rYHc3d1TU1ML/H5xV0rEfv+dDRvGhBWjgYGsWzdpG5wHR0dHXue+adMmnvjWwkllqHNv25aJ7yhlayvVgZOTk/lqOCMjo4MHD0pwRKWSZWaydu2Y+L4dNjYSHDl/hDr3jIwMTadxN23apK+v/+2338pQ5z52LPPxyf45M5PZ27NXr5iREXNzY56erOB7t3LXrl3jK11cXV2jpB0jLVnC1q7N/jksjDVtyhhShJmZbPFi1rMn69WL/fFH9i/5YpBKldjFixo67V9//UVE7du3Z4zZ29sT0X1xtK4xMtS5b9nChg9n0dEsLIx16cKkDhqETFCdOnUKPBzJnUpfvZpNmMC8vLJfsHEjmzNH2gZ/ilqtFm4O+O233xLRjz/+qIXzylDn3qIFExaLxMUxJycJj53jhp5FOpZSyS5eZLGxzMmJCVsNKZWsZs0iNzO/hDr3V69eHTlypEA3dS6oo0eP9urVa/fu3TLUuXftyoQPr0rFatViERHMzY3t2lWUkixxJkji7OqIER96h7g41rChlAfPk7jOXdPE+7lru879wgXWtWv2lNWyZWzOHLZvH9++lRExIyM2YADbv79Ac1qHDx/mQ68BAwYUZuiVt9hY1rIl+/lntmMHa9uW/fUXYwiwvv8+O/WTlsb69mWHDzPG2OnTrGZNjS4GES+yHTRoEBFJuzXzp8hQ5960KYuMzP755k3Wu7eEx7548SLPcLm6uhZpewuVKjuV/vo1q1fvwzrbiAjm4iJJU/NDqHM/d+7c+PHjNTqr9ODBg1QMV8wAACAASURBVI0bN967d0+GOveGDT+kBTMyWJ06LDaW7dxZxOpmpVI5depUngmSOL3Vrt2H+ZXERNaokZQHz5NQ566Fc8m5n/uyZeznn7N/Pn6cjRrF1q3L7koNDQs3aREcHMzXihZ0b518uXKFtW3LQkJYTAwbM+bD1IXmCXXuWphMkmE/9/R0Nnx4dsbg0CHWuzfr2ZP9+CPj9zV5+5atX8/at8+ujSZiJiZs0KDUo0f/9VqVcuj1KSkp7PRptn//h7UO589/eFb8s3bJF2DxRCnn58cGDsz+WWO7twmERbYrVqyoUqVKjrpsyYWGhiYmJspQ5y6ePI+OZk2bsrS07PKmojl06BAfjgwcOFDK4Ujt2h8q2aOj2WefSXbkfyPUuWvhXHLu5z54MPvnn+yfr11j/fuzrVuL0pWy/80EeQkTkFLx8GALFmT//Ntvkuc08+Dr60tETpJO8n2KPPu5//47e/uWJSczd3c2YAAbMYJ16cLCw1lkJNu4kXXs+KErNTZm7u7My4vlI+y7fv06zwS1bNkyUhjgSevSJTZxIhs5ku3bp5Hjf5pQ584Yi4iI0GhGwsrKioiCg4O1UeceHc1cXRkRq1GD5b1jUXQ027KFtWnDL49t7doZGxu7ubl5enrmXmkrvsHdv97ZrFSSL8ASd/8vXrC2bbV2ZqHOPVNjC9ME/HaK8uzn3rTph3LggADm5sb27mW6uqxr16Kk0jU4HBk0iP39d/bPhw+zyZOlPHiehDp3LZxLnv3ceRrozp3smvF9+1iLFiwwkJ06xTp1KvT8f0RERPPmzYnI3Nz8ypUr0jc7LY1Nm8a6dmU9erBx4zRRlf/pM6fp6+vzOndNn0vb+7mrVOyrrxgRc3FhvCo0IYHFxOR82Zs3bN061ratEGkd7dBh6NChR48e/dRWC0eOHOE39Ozfv3+pvKmiUOd+/vx5TX+f9+nTh4gOHDig8Tr3589Z/frZC4/yv7lXaCj77bevhg7lS0R5odjIkSNPnjzJK4/T0tL4XRwMDQ3379+vqcYXb/IFWI0bf/hInznDtFjXqc1FtvLs587X3K1fz8aNYykpLC6O9ezJTp5kixYVJZWuVCqnTZvGhyM/C2kFCT16xFq0YD/9xJYsYS4umt7YRkxc565pfD93W1tbxlinTp2IyNvbW7OnPHaMGRszXlgWHs48Pdkff7DXrz+8ICIi9/z/jVmzDh8+nEd4ERwczPeyqlWrlrY3QtQKoc790qVLzs7OEydO1Ny5tLefe3o6Gzo0e9oyn1mn16/ZqlWsVat+LVvyrlSYtBBHUdrIBMlNm/u5//jjj1WrVt26datmz3XjBqtalRExJ6f/+U7ItxcvXvzyyy98oMVVqlSpf//+VapU0UgRXokiX4C1Ywdzd2dPn7KbN5mLCwsM1NqZxXXumibDfu7Pn7OmTZmvL2OMbd/OBgxggwd/2JA39/y/iQkbPPjt8eN5jziTk5P5iMrQ0FD6TJAgKYldvMguXWKanzYQE9e58727NDfk0vZ+7qtXZ/9fC3vx5UGY/1cohrVuLe5Kc8z/+/r68i9QFxcXTWWC5DZu3DgiWr9+vb+/PxE10mQFmJb2c39/Q09mZvYhWZxvYWFhq1evbtOmjTBpUbFixdGjRx89epTXmJb6TJC4zp1/n2tiP3elUpmcnCwkWITtY2bMmCHxkqzjx5mJCSNi3boVOqchePnyJb88xJGW5va7LxFk3abhr7/YzJnsu+80WtWem3hAkJ6efvPmTc2Nv7W9n/v166xyZb79/b+8MiaGeXoyNzc+pzW+bds8UukxMTGtW7fWYCaoGMixn7vbv/4DFkH79u2J6K+//tJsnXtRtpQLDd20dq2rq2uOrtTb2zsjI8PLy4tngvr161cqM0Hc+vXriWjcuHEZGRkGBgY6OjpJGstR3r1719/fPz09nacmdXR08rXvSYGEhLAGDRgRs7ZmQUFFO1KIh4cH36JFYGBgoMGhV/HA69w1+n2ekpLSp0+fjh078kRbRkbGyJEj6f1N3ojIwcFh0aJFRR+op27Zkp3QmDRJ2t28nzx5MmnSpEmTJt27d0/Cw5ZExWYfLO0S6tw9PDyIaObMmZo7l/b2cz92LHs40r07S0zM77vCwtiqVb26dcuRSj9x4gT/hD979oxnguzt7UtlJojT5n7u27ZtW7BgwePHj3mde3VNbDQs0ZZyL1++zDH/z++VTkTTp08v3fcvF9e58zv/aCLZ8fPPP4tvx7Z9+3Z9fX0LCwsJu1LGGPP3Z5aWjIg5OjLptpwIDg5etmyZnZ2dtbV14bcSLVGEOndNfJ9HRka6uLjwzNqjR48SExN79OjBpwOWL18+ceJEPpXFNWnSZPny5YW4DblarV60aFEHGxtV1aqa2M0bBGU0wBLq3H18fIiodevWmjvX4MGDP/vssxs3bmi2zn3t2uzhyPjxhRuO5O5KK1as2KZNG75gUINrgooH7eznfvnyZfHC9Tt37piamlaqVMnOzm7evHkPHjyQ5jSxsax9++wt5YR1A0UjzP/zOht3d3dJDluciTdN0MR+7kJRo76+fkhIiFqtnj9/Pk+0ubi48BiLc3JyWrZsWaE3vz558uT+Ll0YEfv88wIMveBjhDp3Hx8fR0fHFcLOvUWWYygbHh7Ob9NUvXr1wPclNEql8sqVK7NmzeIJevGcVj4vj/T09GHDhvEZxzNaX4ZZ1pTRAEuoc4+NjdXcfu5RUVHiwwYHBxORkZHRwoULpUylS31zIXEqnU9rtWjRohRngjgt7Ofu5eVlZGRUq1atmJgYxtjp06dNTU2JiKfbOEdHx6VLlxZl96CQkJDwvn0ZEbO1ZRrYRPf69et532GwNHFyciIiX19fvp/7lClTpDpyjjVWGRkZfMWxnp7e5s2bWZ5daYEuj02bNunq6hLRzR9+kDYTVDYJde7SHvbJkyd8ewte1Hj37l2+v2ijRo1eibfaf0+pVPr4+IwePZoXj4ovj2fPnn3qLLGxsbwWwtTU9C++ISdoUhkNsLSwnztfYzVhwgT+8OXLlw4ODkLIItX8f1paWvrYsRq6udCTJ0+mTZu2fPnyDL7XXKmm6f3cxWuslErljh079PX1ieiLL75IS0vjXWnVqlWL0pUyxm7evGlpaVnd1DS2Tx8WHi5h+8smoc793bt3H+3nCicmJoYPYMzNzS9fvpyYmPj555/zbi/3Jrc80po8eXLurjTv9BDPBFEZqD3XJvG6JcbY77//Xrg8XQ5KpbJ///49evRITEw8f/48/7/u1KlT3L/tXJienn7y5MnRo0fzpTPC5eHh4fH6f1cFvn79mg8YrKysbt++XcQGQ36U0QBL0/u5X7lyhaeZXF1dk5KS7t69yyuxGjVqdPjw4Y92pYUob4qNjW3fvv24Ro3UVatq6G6DZYpQ537jxo0NGzZItf5FqVTOmDFD6OeEbo8HW2rRfayFSQs+ls1/V8qdPXuWf8l27do1ochrgoCJ6tz5w2vXrkmyNfnz588tLS3t7e0fPXr00UzQRwldqVDvLFwez58/z/FioThaT09vy5YtRW8zcOI6d8ZYw4YNC5Gn+6jU1FSlUrlz504+9Bo0aNCn9hv7qLS0NH558HlxItLR0WnTps3q1avfvHkj9EGNGzeWcKgAeSujARYT1blv3LixZ8+eEu5FdPToUfEaKx8fH/6F2Llz5/j39yQpeir9xYsX/LNtY2PzXCu3Uyz1cuznnns1ZeHw6VK+0XlWVtakSZOISFdXd9OmTZ96Sx5d6afm/7dv366np0dEY8eO1cIOumVEjv3ceal74SYXcwgMDHz79u29e/d4JsjBwSH/iVehKxUmLYSuNDw8nDEmLo4+ffp0UdoJufEv7YsXL6rV6j///FP8OVUoFC/E96LOk0ql2rZtm3iliIeHB09xFGUvseTk5AMHDgwcOJCXz/JW8S8HXV3dd+/eFe6wUAhlN8AS6tylPezRo0d5JmjGjBlKpfKPP/7gw5HRo0d/NNFWuFR6UFAQX8zSuHHjUC1uyFm65djPvXXr1pJ0pYyxn3766fLly0lJST179iSicuXK5TOgz92VEpGzs7PQlTJRJoiI5s2bJ54SgyIS6tzj4uIyMjLGjBkj/pw2b968QN1VjjtGC5mg1q1bx+TeSD0fUlJSvLy8Bg4cKJTx6erq1qpVi8+AGhkZ3dHuDjhlhJ2dHRHp6+uPHj365MmTGRkZaWlpx44dGz58eJs2bYSXZWRkrF279vUndu8UivBmzJjBGMvKyvryyy/5/6B4VWlRpKamLly4UAiw+EWi8Y0YQaTsBlg59nOfPn36smXLip5KT0xMdHZ2zjsT9FH5n/8/d+4cf02XLl3ii3abXhAT17knJCSYmZmJu9JffvklvQg3ygwPD+fzH9WqVQsICCjo21NSUg4ePDho0CChK9XR0enQocN3333HgzYdHR1kgjSBb0vRqFGjU6dOZWRkpKennzhxYuTIkeXLl69bt67wMqVSGZbn9gdr1qwxNDQ88z6V7+npWbhM0EelpqaePHlS2OPR2NhYoVBodOOusuzhw4fib2kLC4uJEyeeO3cux64lf/75J/9gtmvXbv369eI7YvHqDiKqVKnS33//nZSU1KtXLz70OnnypIRN5RsxmpqaPnjwwN3dnYh27dol4fEhb2U3wBLXuUdHR/MZ1ILm6T4qIyMjKytr8uTJ/5oJ+qg8UumhoaHi4mhkgqSlVqsNDAyIaMGCBbwrFYe8NjY2+Z8cunHjRuvWraPe3wvy/v37PCXdsGHDIi7B413p6NGjhfl/fumamZkV5bDwKT/99JPQlVaqVIlPWmRmZqampoonA86fP6+jo9O2bdu1a9fm2OBDpVLNmTOHTyT89ttvjLHVq1cXPROUG98F3tzcfPHixY0bNyai0rotcHEQEhKSY+Nyc3NzfnnwxeO+vr7iPJ2uru4PP/zA39igQQMisra2vnPnzps3b/iWrRYWFteuXZO8ncJGjPxK/uqrryQ/BXxK2Q2woqKi+DQvn/zPkUqvWrVq/r/4YmJiVq9eLTwUZ4KKstRfSKULkxbCCsQCdfaQf8I2YEJXyuf/jx49Kt6y2dfXt02bNmvWrAn/2Eq948eP82mP+fPnM8YuXLjAM0GtWrWKjo6Wqqk7duwgIkNDw2bNmvHr9lPJCCiiv//+e+XKleKu1MzMTIi0+Gs2b96cY3KRf/bT09OHDx9ORAYGBrt371YqlVOmTOHdreQ7c4o37uKlfuLvJdAQfnMtodqdh0pCpCWMiExMTHhFCr8emjZtGh4e/uDBA37Lndq1axdlVJ+Hfv36EdG+ffvOnj1LRG3bttXEWeCjym6Axd5P/hsbG4u70uPHj48YMeLbb78VXvbo0aPVq1d/qvd69uxZvXr1iGjjxo2MsTdv3hQlE/RRqampo0eP5h/dcuXKaW7jLnj37l23bt34nXeF78pJkyb5+PiI5/+/+eYbcVe6YcMGYRfWrVu38iml8ePHZ2Zm7tq1i8+Kubu753Hj5ELgu8BbW1szxrp27UpEJ06ckPD4kBu/RQzfbyWPrrRcuXJEtHXrVvZ+X8pKlSpduHAhOTm5d+/eRGRiYiJtJkjQpEkTIrp+/frmzZuJaPTo0Zo4C3wUj7Tq168vXB7W1tazZs26cuWKWq2Oj4/nueD4+PgZM2YkJiZeu3aNV8u5uroKs92SW7JkCRHNmTMnJiaGiExNTUv3DRiKlTIdYJ05c0a47wef4J0wYcLZs2dzxC7/+c9/6H+XvApP+fv7W1paEpGTk1NYWJiQCapTp07Ry7lyNJV/DpOTk2vVqkVEuM2TRvH5f/Hd1sTz/zm6UiJau3atWq3mG2gpFIply5YxjWWCOLVaXalSJSKKiIiYN28eES1cuFDaU8Cn8K6UJ3q4ypUrjx492sfHR6VSJSQk7Nq1i9etX758uVatWrdv346IiHB2duYxmSZuucONHz+eiNatW3fz5k0icnBw0NCJIA/88uDbsnM1atQQIi3+mkOHDvHs4YABA6QdeuVw+vRpIurQoQN7f4Nqye4YAf+mTAdY3IsXL/JOpf/111851unwbNGJEyd4fNatW7eEhISLFy/yDk/aTBAnbNylVCr52pOdO3dKewr4qNxdqTBpoVQqExISdu/e3adPH54r/Oabb4RM0NSpU/nVsm7dOg21rWPHjkR06tSpgwcPElHv3r01dCL4FH558DnsT3WlmZmZDx8+FDJBkuyk9SkbNmwgorFjx2ZkZBgaGuro6CTi3jgyUavVN27cmD17Nt+Jg7O3t58yZUq3bt2EbYclH3rlwIth+MZdqHPXMgRYHzx48CA/qfRy5co9e/YsKyuL74o7ceLErKysgwcP8uHIwIEDNTQc4V/QDx8+1MINqiG33F2peP6fv0alUt2+fTs5OdnNzY2IjIyMDh48qLkm8dLpJUuWhISEEJGlpaXmzgV545dHnTp1hMvDxsZm1qxZFy9ePHHiBM8EtWzZUnOZII7XuTs6OjLG+Pwr6tyLg/v378+bN4/vrcMpFIpVq1Zp5+yoc5cLAqyPyJ1Kr1y58uTJk3lXKuw/+erVK2FNkBaGIwMHDiSi3bt3nz9/ns+TaehEkLfc8/+8K+WXh3YyQdy+ffuIqF+/fmq1mt8bGHXu8lKr1b6+vl9//TXv0sQ0N/QSE+rck5OTUede3KhUqkuXLrVs2dLJyYmvgNGO/v37E9Hh/fvvXrhwqWPH1yNHau3UZRwCrLz8aypdqVROmzaNZ4LWrl2r0cYsX76ciL7++muN3qAa8kmtVvv5+eWY/zc3N+ebaNStW1faIryPQp17cRYQEDBr1iwDAwOFQtG8eXNNZ4IEQp37zt9/H+PgcOa777RzXii23q5apbK0ZLNns3fvmELBTE0Z6ty1AgFWvvj7+8+ZM4cXsHN2dnaDBw/mGQFDQ0MvLy9Nt4HXubdr144xhjr3YoXP/1tZWfFro0qVKsKiQo3KXef+2/v7/EAxkZWVpeXdgM9+//3jdu3it25lN28yIoY6dzh9mhGxDh0YY8zOjhEx1LlrhYIxRpBvDx48OHTo0O7du3nVCxGZmJicP3++VatWmj71u3fvKleubGpqGh8fP2LEiIMHD/7xxx9jx47V9Hkhn9Rq9YYNG0xNTfv27csTdlowdcAA24iIkUuXmqamVpo0ScfFhby9tXNqKKY2bqTp02nsWNqyhSpUoKwsio8n0a2WoMyJjqaqVal8eYqPpyFD6MgR2rWL3m/9A5qjI3cDSphGjRr9+OOPwcHB//zzj5OTU69evY4fP66F6IqILCwsatasqadUhgUHz+7Y8Unbtv2Dg7VwXsgnHR2dmTNnjhs3TmvRFRFtql37+xs3bP38zJ2cdKKjKSBAa6eGYsrZmYgoMJAMDKhRI1KrKShI7jaBrKpUIRsbSkqi4OAPlwdoHgKswuDbSwYFBZ06dapbt25aO++9bt3ilEq7gICW9erVu3q10t9/a+3UUEwJX5d2dmRhQZGRFB4ud5tAVk2akL4+PXxIKSnoTSGbcCXgktAiBFglSXl7e1IqKTCQPvuMFAoKCiKlUu5Ggaz412VAACkU1KwZEb46yzwjI3JwIJWK7t5FbwrZhCuheXNSKOjWLVKp5G5T6YcAq0Thd8oLCCAzM6pVi1JT6dEjudsEsqpblypVovBwevsWvSlkE/emREgcw4dLwtycatak1FR68kTuNpV+CLBKFP4huXOHVCr0pkBEpFBQ06ZERLdu4ZKAbMKV4OhIhob05AklJcndJpAVD7Vv3SK1Gl8UWoMAq0SxsKCaNSk5mZ4+xYcEsuWorsB0BaDOHXLIUedepQolJ8vdptIPAVZJI8z5I8ACTrgS7O2z69zfvJG7TSArcZ07soTATZpE8+eTiQnNmUNRUTR1qtwNKv0QYJU0Qm+KOnfghB5UqHNHb1rGGRmRkxM1akSRkTRrFvn50ZQpcrcJ5LZgAU2YQFOm0MCB1LEjLV8ud4NKPz25GwAFJARYvM79+XN69IgcHeVuFsinTp0Pde4jR5KrK4lu7gRllL8/ZWXRqlXk70+WljRzJjk4yN0mkNv48bRiBbVqRWo1DR5M3t7k5iZ3m0ozzGCVNHyRLa9zd3WlZs0oMVHuNoGsFAr6808KDaW3b4mIOnSgevXkbhPITUeHxo0jExPau5e+/JIGD8YGaWVdaipFRRHfFltHh8aMoTNn5G5TKYcAq6QxN6c5c2jlSlIqae1aCgykNm3kbhPIrW1b2rWLfvqJjI3pwgXq3ZvUarnbBLJKSKCgIJo1i4yNqWlTmjSJ9uyRu00gq5QUMjL68LBcOUpNla81ZQICrBJo5UqysaH27WnmTGrVirZvl7tBILfYWNq3j/bvp6FDacUKqlGDTp6Uu00gqzdvyMbmw0NbWyx9KOuqVKGkJEpIyH7o709OTrI2qPRDDVYJlJBA335Lvr5UsSJlZFDbttS+PcpuyrSnT8nBgXR1sx+2bEn37lH//rK2CWRlbU1hYR8evnr1P/EWlE0LF9LQoTRpEr16RSdO0PnzcjeolMMMVgl0+za5uFDFikREhobUuzdduSJ3m0BW5ctTSsqHh8nJVKGCfK2BYqBCBWrShDZsoKwsevCAduygkSPlbhPIbfRoWrWK4uPJ3p7+/ptMTeVuUCmHGawSKDOT9PU/PDQ0pIwM+VoDxUC9ehQaSqGhZGtLGRl06BBt2yZ3m0BuO3bQb7/RwIFkaUkHDlD16nI3CIqBhg2pYUO5G1FWKBhjcrcBCujNG+rdm27dIoWCiMjNjRYuJBcXuZsFsrp5k+bOpUqVKCaGJk6kcePkbhAAQJmGAKtkWrqU7tyh3r3p+nVSKGjrVrkbBMVDZiYZGMjdCAAAQIBVcj16RA8eUK1a9NlncjcFAAAA/gcCLAAAAACJYRUhAAAAgMQQYAEAAABIDAEWAAAAgMQQYAEAAABIDAEWAAAAgMQQYAEAAABIDAEWAAAAgMQQYAEAAABIDAEWAAAAgMQQYAEAAABIDAEWAAAAgMQQYAEAAABIDAEWAAAAgMQQYAEAAABIDAEWAAAAgMQQYAEAAABIDAEWAAAAgMQQYAEAAABIDAEWAAAAgMQQYAEAAABIDAEWAAAAgMQQYAEAAABIDAEWAAAAgMQQYAEAAABIDAEWAAAAgMQQYAEAAABIDAEWAAAAgMQQYAEAAABIDAEWAAAAgMQQYAEAAABIDAEWAAAAgMQQYAEAAABIDAEWAAAAgMQQYAEAAABIDAEWAAAAgMQQYAEAAABIDAEWAAAAgMQQYAEAAABIDAEWAAAAgMQQYAGARqSkpMTGxsrdig9u374dGBgodys+6fHjx1evXpW7FQAgGT25GwAAErh69Wp6ejoR6evr29jY1KxZU1dXl4giIyPv3buX48UODg4WFhZXrlz56KGaN29eqVKlojdp4cKFnp6eMTExRT9U0THGZs6c2bNnT2dnZ/HvQ0NDnz59SkSdOnXi/2KSCAgI0NfXb9KkSf7fcu3atRUrVjx48MDQ0FCqZgCAnBgAlHx2dnbiz3WNGjV8fHwYY/v27cv9qd+6dWtYWNinvhMuXbokSZNmz55tYWEhyaGK7siRI2ZmZgkJCeJfZmRkODo66unpEVFSUpKEp3N1de3Tp4/w8OjRo97e3nm/JTMz09bWduPGjRI2AwBkhBQhQCkxZMgQxlh6erqfn5+pqam7u3t8fDx/KjAwME1k3LhxNWrUyHpvwoQJZmZmwsP27dvL+xfRhP/7v/8bOXJkhQoVxL/08PB4/vz5pEmTJD/d0aNHt23bJjzcs2fPxYsX836Lvr7++PHjV61apVarJW8PAGgfAiyAUsXQ0LBly5aLFi1KTEwUSo4MDAyMRHguTO89hUIhfpj7mMnJyaGhoUQUHBx84cKFFy9e5HhBenr61atXz5079+zZs9xvVyqVISEhiYmJ4l+GhYXFxMRERkbyHOKDBw/Eb4+Li7tw4UJAQEBWVlaOE127du3cuXNCG7KyskJCQlQqVXh4uI+Pz5s3b3I34MmTJ9euXRs+fHiOX65YseLHH3+0t7f/xL8lEVFSUlJISIhSqRR+8+rVK97m2NjYt2/fEhE/9d27d4XXZGZmZmZmCm9/8eJFfHx8SEhISEgIj58YY0FBQT4+Po8fPxbeNXLkyODg4OvXr+fRHgAoMWSeQQMAKdjZ2fEZLO7o0aNEdObMGZ4ivHfvXh7vnThxopmZWR4vOHDggL6+/tSpU/X19c3NzYmoc+fO8fHx/NmTJ09WrlxZV1eXV27169ePp9uEFGFWVpalpeXYsWOFA8bGxhoYGGzZsmXIkCG9evXq3bu3sbExP/L8+fO3bdtmampatWpVHR2dpk2bCnk9Hx8fS0tLfX19MzMzhULxzTffMMYePXpERD/88IOBgQER/frrr7nbv2HDBiMjo8zMTOE3KpWqbdu2jo6OmZmZv/zyC306Rbh161YiCg0NFX5TvXr1yZMnM8a+/fZbZ2fnWbNmGRkZValShYjc3d3VajUTpQjF81jcu3fv4uLiXFxciIi3ecqUKcLBraysfvzxxzz+LwCgpMAMFkBpExUV9dtvvxkbGwsF3WvWrPn+vV9//bUQx8zKyrp7925YWNi7d+98fHyuXr367bffElFoaOiwYcNcXFx43HDmzJmzZ8/OnTtX/F49Pb0hQ4YcPXo0LS2N/+bIkSOMMXd3dyI6ffp0y5YtY2NjY2JiJk+e7OHh8ccff9y7dy8yMvLatWtBQUG///47/0u5u7s3bdo0Ojo6NjZ2xYoVq1at8vf35wc8fvx4QEDA27dvJ0yYkLvxAQEBjRo10tfXF36zadOm69evb968WfzLQggMDExNTY2IiIiKitq0adORI0f+/vtv8QsmTJjAGCtfvvzs2bP5d665ufmmTZtu3bp1+/btjIyMkJCQsPj11wAABqBJREFUr776Snh9kyZNhL8UAJRoCLAASolTp07Vrl3bxsbGysrqzp0727dvr1y5Mn/qxo0bF9/z8/Mr3PF/+eUXS0tLIurateugQYOOHTtGRMePH09NTV23bl3FihWJqEePHqNGjdqzZw9jTPzeESNGJCYmnjlzhj/08vLq0aOHhYUFEdWrV2/BggVGRkYKhaJ///5qtXrp0qW8Zt/V1dXKyoon0by9vRMTE3/77Td+oq+//trQ0JBP1BHRf/7zH0dHR0tLy4+uf4yKihL+KYjozZs3P/zww5QpU1q3bl24fwqBkZHRli1b+EkHDBhARHxGLW/JyckKhYKnHe3t7Rs0aCA8VaVKlaioqCK2CgCKA2zTAFBKNGjQYPLkyXp6era2ts7OzmZmZsJT+/bta9y4cRGPzyMbrnHjxvv27UtMTAwODjY1Na1Vq5bwVLNmzbZt2xYeHi5+r6ura926dQ8cODBgwIDo6Oh//vnH09OTPyXeHMHIyIiIeE2Y8JuMjAwi4uVZOf4WvDIsx0FyS0xM5Ck8btq0acbGxsuXL8/nXzwPOjo6Ojo64sbzzTLyNnHiRE9PTxcXl3bt2k2ePHn48OHCQUxNTRMSEoreMACQHQIsgFKidu3akydP1s65kpKSiEhXV1dfX1+pVDLGhKiIl6Xz6iKxYcOGrVy5MjEx8fDhwwYGBn379i3QGfX19XV0dB4+fChO6pmYmAgrJfNQoUKF5ORk/vOlS5dOnDhRpUqVrl278t9ERkYSUfv27X/44QeetdQ0e3v7J0+eHD58ePfu3aNGjfL19V2/fj1/KikpSZJNyABAdgiwAKBgGGPnzp1zcHAoV65c/fr109PT79+/7+joyJ+9ceOGmZlZ1apVc7xrxIgRS5cu/fPPP728vPr27Wtqalqgk9arV0+tVsfGxrZq1Ur8+/wEWFWqVBF2W7WysvLw8BA/e/ny5devXw8YMKB27dq532tiYkJEQvWYSqXiywMLRFdXV7wOkYjKlSs3ZsyYMWPGDB48+MCBA0KAFRMTI85mAkDJhQALoPTz8/PjGwpwtra29erVK+hBnj17ZmdnFxsb6+HhERgYuHfvXiJyd3efP3/+pEmTduzYYWNj4+XldejQIV7/nkODBg2cnZ3Xrl0bEBAg1E7lX9++fa2srKZOnbpz586GDRu+fv36+PHjX375ZX7e27x58wMHDmRmZhoYGNStW3fevHniZ3V0dE6fPv3NN998NObjSUlPT89FixZFRETMnz+/EPf/qVOnzqVLl8LCwhISEho3buzt7a1SqVxcXJKTk58+fSoO7G7dujVlypSCHh8AiiEUuQOUfpMmTeomsmHDhkIcpH///qampra2tkeOHPn9999HjBhBRJUrVz516lRSUlKjRo0qVKgwffr0KVOm/Pjjjx89wogRI/z9/StUqPD5558X9Ozly5f/66+/dHR0mjVrZmRkVLduXW9v74iIiPy8t1OnTunp6Tdv3izoSYnIycnpu+++8/DwMDQ0rF+/fs2aNbt161bQg6xcuTI8PNzW1rZFixZRUVHnz58fPHiwlZVVvXr10tLSNm3axF/29OnTyMjITp06FaKdAFDcKHIs9gGAkighIUFPT69cuXI5fp+VlZWSkpLjl4aGhsbGxsLDtLS0rKysHLuci3l5eQ0bNuzWrVvly5fX0dGxs7MTirIFfHrGzs5OmAdKT0/PzMwUH1apVLZq1crJyWn79u38NykpKSqVSniNUqlMSkoqX768sN9p7r/Xmzdv4uLibG1ty5cvT0QqlSoxMbFcuXK5q77EWrVq1bRpUyGUEUtPT09LS6tUqZK4uD6HuLi4169f16xZs0KFCikpKQqFwsTEJC0tLSMjQyiZYozFx8cbGxsbGRnxdYLiZmdlZYWHh1erVo3Xwqempr569crIyMjW1lao0F+4cOH+/fufPHmS+58XAEocBFgA8C94gHX//v1GjRoV5ThhYWE1a9b08fHp0qWLVG3Lp0OHDk2aNOnly5fFtoQ8MzOzdu3a8+bNmzFjhtxtAQAJYJwEAFpy4MABS0vLjh07av/UgwYNaty4ceFyo9qxa9cuAwMDTdwYEQBkgSJ3ANASLy+voUOH5r1nlYYoFIq1a9eqVCrtnzqf2rRp88cffxgaGsrdEACQBlKEAAAAABJDihAAAABAYgiwAAAAACSGAAsAAABAYgiwAAAAACSGAAsAAABAYgiwAAAAACSGAAsAAABAYgiwAAAAACSGAAsAAABAYv8PFp6XWevhtp0AAANxelRYdHJka2l0UEtMIHJka2l0IDIwMjQuMDMuNgAAeJzFkm9MW1UYxg+37V0HZ1BaKP+69pRWuAzbQmv5kxV7Dy4zoMu2JhAJi3GMxKMJWTZNRE0WBrqJGxPRIIGIy0aATRDRKIhS7rEwlzQaTYTg4nDGsTkxKokfIDHRe1/cluzTPm03efP+zpPnPO97kvtndHQJqZ9JrQS08ZWrFVKrJUFEktp1euNGF0R543zX/Y77t3IQUbv+/2aEJtyrYTfVeznt/kxNQgJBCZKQg4iwiWFBx7BOz7DewLDBSAwiw6IqGxOJcbMkJCahJIzwFpScIgnJJlKQTEypDJvSGU41M2y2MGxJU8tK0lTJmkmsGZKQmYWyslFONrJtlYQyG7HZid3FsN3BsIMwTJwMO3PVcpNcVXbnEfcDkpCXj/IlVCChbYWk8EFJKPQQj59hj5dhr49hXxHDRcVqBUixKgcekoRAkARLUEkpKitFlXr1baJObxA3CWKq2ZKWbhIdxJnrsoser6+o2J/xqXD7X0blLw7V0+bx18Pa4avVWvrzSy5Z48kDh2nl/mzQn816gUbyn5zReP63Y7Tl7RFg2x9v0LIdE1GNH3mrg4aeOwV+V7CVWv6OA4ce76Pxs7XgTx96l2bGLYrGbbsH6NMncx7W+OzoGN1WMQw5Nz6cpHtYAdzdnDJLX+ktB0975Ea4fvEI6OsDsXBocSvsuaN3tzyyoAMdH2qQfx1/HmYZxvvl+A8TwM7ol/KBuquQPx35TF71tIG/4tIJ+eIHCvDpkr/kp7xN4NefWZenm7JgzyVnInXNtlZobF8itCYyDznvX/XTqctmuLtyuoruuxIFz0LEyed2MdBfM+bx7mAm7PlOdyL39FyCtyxfMfBw/6swq7pqSbE6YsDe0JTy6IQRuGsopuz67iDkmMmqcuSZT4DHYieVl388Cp7HnmhTGkwO2DO/aa/irrzwhcZ71n6fUQIJ4Jk7Xj5TPbgGc0tD/rD+8+HtGi9WfsRXu8yw27/Xx3hRbC/k71yZ5N8n++CNP7UPcKFtFO6KvjO8/ZdOyLz2bTff3/gN8Htfd/DL1AHcLHXyiZ11kNNzrI8H3OeBWw628gvODvAMprVw48du2PnQ4mEeXF6e1thv28drohngGUiv5o434zC3sS7A/7l4DjzW/wAL7xOBrrSxSQAABMx6VFh0TU9MIHJka2l0IDIwMjQuMDMuNgAAeJx9V1luHTcQ/Ncp5gKPYG9cPi3JCILAEpA4uUP+fX+kiiNxxkA7TwL0hlPstXrR08HPn69//Pvj2B99fXo6jvo/v3PO4x+rtT59O/jleP762+9vx8v3L8+fJy/vf799/+uIfrR6rJ+fsV++v3/7PJHj5RArXYeNfkipw8LlqKWuz3VVj3cC3bxqP7REuPVIgEaJUcSnecP7Vq16T4B+Ah1yahyPWkbrfWTIILLhvbfmx0OK+dChCbIR2cucokTWYtGnZ8h+IttsE9qliOiYGXCcyrXHhD9SYpqNlgAngbO4qKotf2zAtwQplcGcpdcWA1AtVqf2LOwigGotYWNAai0SMqtlSIV+lTJj9rH0m45IXRLmSA3JbjYoqzXpPjKkU72XqN1WGGWIRqp+JakMBZPoyJzhY2bARudL6PCuIBJyappKZIqsKGI4KTFAqekZcCwgQiRR6fiMGF4zJHPkDJHUSSK5NbNMpqKMjoYIRSeygqaRa1eWUBTYaNCOClLPlasu5WC7wR9EoMYvdDM9He9ba2P5AzKnsVSmp5dRhUVJHs2eB1MDyFHgrbaVaGQ+0jpfJYTzcKVMeC6outTOVUMonVGHkufRDfWUIQdzrugF8lHh07Sm6pmhB/VDpFLrrD2vImMVEWq9o22BStZHXkXGHD3G4nlj03JteVswPZHWutdGilS3vDEY0/RoBW3BfUEDXE1bg7HXPaIMmYNQ1rPnXdHilCriWilrwpS0Kxoz9QBPLKSxhbn0vCsaE/UA9eYYEEWnxPM2b8wUoFIdFUpK+YhfNPpJKAq0o+YXU0D9PKteV1YLKGe6KB3Vc6r4SlXFREJ7IFOhP6efcyRVdnC1Uyk7RAY0GqpaEJ0Gq/FlVpUUuhLFLop224lAylApGTSWVGOmRl89QtArIsWuVLGNN9QnmwNmyJhZl/D+AUVYZxNGTUxmHoGxwjoQV61ViW1CDmbYs7A6AhtOLCKninUim7f1Q26V2RtjO+CiZZ7FShfHnteu7H+mUy3zLFZpYZRiH3Bf1qJtYZxm2JUyYNHZ6jkigxMo3Q58YbFyYH3w5RmGObzMsKu6uPBEG+eUxIjMZ1+spLFrWdU1JtFd84GKVYsmSFE2trV4oH/lc/rr2+tPG9i5kz2/v71eOxl/7Nq8FI967VfCfirXGuU4G9euxEe/FiK+j2vrwcPRrt1GgJjXBuN47Lc1xXFjixaaNfHntnIoD+6LhSzYthYLBB/x5rYoyAJuG7ER6DredmH0yzq5bKGpTthtlvsCbvu0nie6tWM2+7q6XcQQdl7V+7R1XtXtltJmnlwpYFQh7Ca5EYOhs+3hVrxOtl/MEq/q9gvTTXhVt18r3QDeToRyJt7cZpKQYrq9sEUCYLbNtmgA1mxdFh8nF3NIBgiz7ZeRDxBm22b0Dqcw234ZbebJttAZZ4i/dPkibAf21px1nezsOG2GML83W1nCLi7HmeXbCeOMq74tdMYZV31b6IsbOLnsITdwNbacqOeJby+C3IAwv0qH3IAw314EuQFhcW82sk52VINxjnrXRT5DWOw4B/nMk+1F0GYIi+1FMM4QFtuLVs+8XyfsHfdOwefP//zw/ek/MkelWQ8FKlsAAAJvelRYdFNNSUxFUyByZGtpdCAyMDI0LjAzLjYAAHicjVM7buNQDLzKFilsQH7g/5EQUrnZTofwNXL4HdJpFkiRBLLlESnODOddn8/bdX/x6/W6PW+f1/16Pq+5eckPmP6A2X/Y/fUyXIpLcPGfr9tDdDFbHQ9avKncj/MhvCpTD1rJpTmQLEmJA19FIo3Q8thdpJpZb0QAPHixchkQzpUujQSLDbLXFrceFyJU3cexlPC0G0n8GyImPh6yfKtpQw6CO4coS78DmK7tMeS9ZFs2JiuUhldtoA3xwijtMsrmPyPmx0Zd0Tbdb0j3ZojU3Y/OR64I3oEikyiTgTS2cbMl0xEeqyzMG3IxbcjbOjjXzNTI+mUGRu1Ud7KNAINic22dlq7NX2GiyGgiMSFu+xk+so4CJ4sKYAQnbUs2ufRoe2FqhSgDInKsVdCMXpHZZpVbE26aCUoYGqEQhZlwoFDSTb06Be3k4Y9MJBDDTfHoNg1wObGjdNiFGjOftg16EXvaJGbYXolVjkQspKfBVNVxngLpInjTy3DY26/iGC1YGie1OiRgFPdmiRvBMmFMFyEAkHLA0VR/A6YGZe6z006NVYsP0lkDEOtHGJWBQDUUuMUzSFNLOHoiplU8fqvvWTwXqMlQTM33y2ttyB1pVB2YPhQ4DRjHzgXVZ58lr4mtSk4eceQI85oTwtWhFYNvc5Y4WZCHJgDNBWEI++wskAtvwEs7Yr42GHpLF3svSDfpVJD3fpBLHG3pNBQy20ofWJA6B4qMOztzRglR7cNuuXXSBqmGtcAOKdHjfnxc53n9Pefvwn9/ztfvf393n+fH1z+ngQAga9/2sQAAAABJRU5ErkJggg==", - "text/plain": [ - "" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import random\n", - "monomer_number = random.randint(3,5)\n", - "polymer = Polymer(ETH_monomer)\n", - "for i in range(monomer_number-1):\n", - " polymer.extend(ETH_monomer, from_junction_name = \"B\", to_junction_name = \"A\")\n", - "polymer.topology.title = f\"PET polymer ({monomer_number} units)\"\n", - "Visualize.polymer(polymer, infer_bond_order=False).draw2D('tests/output/PET_polymer.png',(800,200), show_legend=True)\n", - "Image(filename='tests/output/PET_polymer.png')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# More complex polymers\n", - "\n", - "We'll model a simple form of glycogen (skipping the glycogenin protein nucleating the **C** chain in the center of the polymer), which is a complex polymer of glucose molecules. https://chem.libretexts.org/Bookshelves/Biological_Chemistry/Supplemental_Modules_(Biological_Chemistry)/Carbohydrates/Polysaccharides/Glycogen\n", - "\n", - "The structure is characterized by chains 8-10 units long of glucose molecules linked by alpha-1,4-glycosidic bonds, with branches linked by alpha-1,6-glycosidic bonds. There are three category of chains, **A**, **B**, and **C**, they are 8-10 monomers long, at the end of each chain is a glucose monomer with 3 branch points. There is one **C** chain at the center of the polymer. For this simplification that **C** chain, will be branch to 2 **B** chains, and each **B** will branch to 4 **A** chains." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Load monomer - glucose\n", - "\n", - "Note in this topology file;\n", - "The C1 glycosidic junction is C₅O₄H₃ \n", - "The C6 glycosidic junction is C₆O₂H₁ \n", - "The C4 glycosidic junction is C₁O₃H₂ \n", - "\n", - "We'll keep the oxygen in the C4 and C6 glycosidic bond and remove the oxygen in the C1 glycosidic bond so we can construct both 1,4 glycosidic bonds and 1,6 glycosidic bonds." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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FRVmf5mJWVla+ePGip6fnn3/+efLkyXZXq6qqumvXLtEfhWhJVVXVvn37du3a1cHgsa+EE1YzaDRao+UehCWnTp0KCQk5c+aMhEL7F7GAoL+/Pym18Xi8yMjIjRs36unpOTg4KCsry8rKStc1joGBAYj0iGdmZt65c4fH4z1+/FhPT09MjW7ZsmXr1q14vsBOgweOthmLxXJ0dHz8+LFkw0hPTzc0NFRTUysqKhIOEWqr8vLy4OBgf3//4OBg4dVlv379EhISpk2bJi8vf+/ePfJCFq+qqipVVVVFRcXq6moAqK2tPXDgwJs3bywtLX/66SfhykMkqq+vd3JyIkarhYWF7dixg3hwChMjST4XJJ2qqqrGjBkj6SgQQmjIkCEA8PDhw7bumJWVdfLkSScnJ9HeaGNjYw8PjydPnhDP5YWFhVGp1G3bthUVFfH5/ISEhHv37iGEBALB3bt3jx079lY4I3uXQYxRKCoq6vymTU1NO7/RHggnrDbrOgkrJCQkJibm65/7TUxM9PT0tLGxEU4AT6PRbGxsPD09371713R7f39/YjlSBoPBZDL37NmDEDp69OiOHTtu3LgxbNiwrjZjwYgRIwAgJiam85vOycnp/EZ7IDysoW04HE5FRQWPxyOevJVsMA4ODsnJyZs3b05LS1NQUJg6derChQsbDT3n8/lRUVFBQUG3bt1KS0sjChUUFCZMmODs7Dxt2rRWbm+5uLi4uLgQK9AIlyxct24dke+8vb05HI7YDq49+vfvHxcXl5GRMWrUqE5uWnwjeDFRuNO9bWJjY/fu3Tt06NCdO3ey2WxHR8eQkBBJBRMcHGxmZpaamjp16tThw4fv3Lnz//7v/4iPamtrAwMDFy1axGQyx4wZs3///rS0NE1NzYULFwYEBJSVlQUGBrq7u3/Nzfhdu3aZmJjcv3+feEuhUKKiomxsbHR1dfv37y/Gw2u7Rv3uWDck6VM8KUY8cCcjI+Pn59f5rXO5XB0dnSVLlghLCgoKampqoqOjJ0+eLNo59e23327fvj06Orp9k0atWLECAP773/+KFgoEgrlz50ZERHT0MEh15MgRAPjhhx8kHQgmLviSsP1++OGHzMzMgwcPzp0798SJE+7u7p3Z+osXL/Lz87ds2SIs0dbWBgAGg3H//n0ajTZy5EgnJ6e5c+e2NEXMV9LX1wcA4fim4OBgU1PT3r17U6lU1MVuMeMzrG4PJ6z2o1AoXl5eTCZz69atq1evzs/P3717d6e1npmZSaVSv/nmm0blpqamly9fnjRpEpPJJKUhIgsQ02wCwMCBA3/66afa2lorKys7OztSmiALTljdHk5YHeXh4aGqqrp27Vp49Ag2boTDh6EDizB/UXV1dUhICPGbSZwkN9qAQqHMmzePxBaJjiphFhg0aNClS5dIrJ9ERKgZGRkIoY4shY11WThhkWD16tXm2trmc+fCw4dQWwve3vD5QPmOKy4uDg4O9vPzCwsL43A4S5cuXblyJULo/fv3xMgD8ZGi0xZlZeVevXqVlZUVFxeL5eE+Hg9u3YJnz4DLhUGDYP58+HwSLkzc8F1CcphPnw737oGSEpw+DTNnQl0dKdUmJSX98ccflpaW2traixcvDgoK4vF4tra2VlZW5ubmOjo6hw8fJqWhVujo6MjJyRUVFdXW1oq7rY4TY3qtroaxY2HzZqDTQVsbbt4EIyN4/pz8hrBWSK6/vzuKjkYaGggA2dmhqqp2VsLj5URGbt68WXTOOQUFBVdX1zNnzogO4w4ICGAwGDNnzrxw4cKlS5eWLl1KLApdV1e3c+dOJyenjRs3knJYxMQyycnJpNQmVjNnzgSAq1evkl/15s1IXx+VlDS85fPRwoVo4EDE45HfFtYCfElIKgsLePQIHBygrg5EB3DW1gKNBrKyre3LZsODBxAUBAEBmoqKf75/DwAaGhpTp051dnaeMmWKsrJyoz2cnZ1jY2N9fHx8fX2VlJRMTU3Nzc0BYOvWrYaGhnv27CGequs4AwODtLS0zMxM4mGgrkyMZ1iXLsFPP4GGRsNbKhX+7/9gwAB4/hxsbMhvDmsOTlhkMzGBx49BQwMUFQEA/v4b/vwTsrKAQoHhw2HPHmg00XhhIQQGgr8/hIcDm02UyRoaHty509LBwdramtZqd9jw4cOPHz9eUVERHx9vZGREjGwIDg5esGDBxYsX7e3tSZlIQIq6sRoNwiBNZSUUFECjfN2/PygqQmoqTlidBvdhicGAAUCsN7NvH/z6K3h6Nvxzd3ODGTMgOBgA4MMHOHIEJk0CXV1YuRKCgoDDgZEjYdcuePECUlM379lja2vberYSWrdu3bhx44KCggAAIVRQUPDgwQM6nT516tQ6MnrTpChhkR+qQAD5+cDnAwA0nbmUwQAej7S2sC/BZ1hiU10Nf/wBBw7A3LkAACoqsH07pKfDL7/ApElgbg7EAlNycjB+PDg5waxZ0Ldv+5oiVm9PSEgAAAqFoq2tvWXLFiqVevXq1Q8fPnT8NmJPTFh1dRAZCYGBcOMG9O4NsbGgogKNqi0vh4oK0NfvaFvYV8MJS2xiYqC6GmbO/Kxw1iw4fx5qamDBAqisBBcXmDKl4eKxA4iEFR8fT7x1cnLauXPnkCFD8vLyjIyMOlg5SGfCQu0bilVSQnQjQmgoCO+KyslBbS189x2cPQvLl/87zu7UKVBXB8ktItsTSbrXv/u6ehUxGKjR43tv3iAAlJZGblM5OTkAoKGhQbzl8/k3b948c+ZMcXExKfUTU49qaWmRUpu4MZlMBQWFEuHtvK/x4QM6fBjZ2yMGAwE0/DE2Rrt2oRcvGr7E9HSkoYFcXVFYGIqJQbt3IxkZdO5cQw11dcjLCy1ahC5cIP2IMCE846jYBAWBszNUVYHo3b2HD8HODvLzgexlsphMZmlpaV5ennC9TxIhhBQUFOrq6qqrqxU7fD4obuXl5V9cbRAAEEKxsbF37twJCQ5+nJamVFMDACAjA3Z24OoKzs7QdMaYjAz4/XeIjIS6OjA2ho0bwcGh4aMFC8DODlxcoKYGDAxIPSBMhIQTZjeWk4MoFBQe/lmhpyfq00ccrR07duz8+fMVFRXiqBwhNGjQIABISkoSU/1kqaqq2rJly6BBg9TV1YcOHXr06NFGc1TU1dXdu3dv1apVoksr+k2ciL7/Hl27hior29NqdTUaNgy9f4+eP0f19eQcCdYcnLDEydkZWVqisrKGt+/eIW1ttHdvw1uBABUVdXzY4atXr4i5QFsp6ThiOcK7d++SWy25uFzu6NGjDQwMbty4kZiYeOnSJQMDgzdv3iCEysrKrl+/vnDhQuFMhACgp6fn7u4eEBDA4XA61HBqKurTB23bhrZvRzNnknMwWHNwwhKnwkJkaYm0tdGsWWjqVKSkhBYsQFwuQgjl5KCxY9HChcjcHKWkdKSR//3vf30+P2trWtJxxIqtx44dI7dacl27do1KpaaI/Dx5PB5CaNOmTaKLUIwYMWLXrl2vXr0ireHCQmRj0/DaxKThK8bEAN8lFCctLXj2DJ48gYQEkJGBP/6AYcMaPpKRgZMnYfBguHQJLl4EkVWmuyZxDcgkVWxsrIWFhej8X8RANh0dHYSQjY2Ns7PzjBkziCeNyKSlBRQK3LsHXC706gXtXcQI+yKcsMSMSoVx4+DTgu//0tICYjqBgoJ2D7/qTFIxsiEzM7Nfv35Ny1euXLly5UrxzsF/6xb8979Ap8PNmwAAsbFgZAQil58YKXDCkqj4ePDzg4iIDlZTWVkpOt9penp6BytsiphqKjs7m/SaSaSsrFxQUNC0vDOWC9HUhF9/bXj98iXY24OhIQQH4/lnyIUTluRERMAff8DNm6Cg0MGa6HS66ADRmpqat2/fdrDORkaMGJGdnS2OMRMkGjhw4IMHD3g8njiWTW0DJhO0teHlSxg7FkJDQWzrTvdEku5E66kCApCMDJo/H7m7o8/Xd2irzul0z8rKWr16tYmJiaGh4fTp08nsse4wgUBw48YNgUCQnJxMp9MPHjwo/Igrqf7vggJkaooAkI4OSkiQTAzdEU5YEsJmo7Kyhj8sVkdqalPCevz4caMRD01LmsrOztbW1raxsbl58+Y///yzadMmIyMjieWCz1VWVs6aNQsADhw4gBA6ceIEnU4fP378jz/+OH/+fA0NDeEMYiwWy8LCYtmyZZ0UWXk5srVFACxLy5cvX3ZSo90dnq1BQuTkQF294Q8ZM8A0SyAQ7N2797vvvlu4cGFRUREA3L1718vLKzAwULhNQkLCxYsXW69nz549CgoKERERM2bMGD9+/KFDh16/fs3oAvfCXr16NWLEiBs3bqioqBC9bGvWrHn79u306dPl5eWtrKyePHmi+akXaceOHW5ubjXEiPZOoKYGoaHV8+ePycy0s7N79OhRJ7XbreGEJfX69OkzduzYZkvy8vJUVFTu3btnb2+/f/9+gUCQkZHBYDDa2nceFRW1aNEi0bUO5eTkSAm+I3x8fEaPHv3hw4eRI0fGxcUR51kAMHDgwA0bNvz+++/r1q0TzjgYHR1dVFTk7OzcqSEqKMidPz98ypSqqioHB4dbt251auvdEe50l3oTJ06cOHFisyX9+vXbsGEDAOjo6MTExFCp1HHjxj1+/LhpJdXV1aGhoaWlpaWlpWVlZcK/AeDJkyeZmZkGXen5OBaL5e7ufvXqVQBwd3f/+++/ZZrOVCWCy+X++OOPfn5+ZE3B+vXodPq5c+fU1dUPHz48e/ZsHx+fZcuWdXIM3QlOWN0fl8v19PT08vIi3lZUVFy4cOH5p9UTUlNTAaCoqEh4hiKKTqcjhOTl5bvOChTJyclubm7JycnKysqnTp2aM2fOF3eJi4tTU1P78ccfWSxWUlJSeHh4oxQvVhQK5dChQ0pKSnv37t2zZ4+1tXVpaamtyKQ0GRkZeXl5tniamq+AE1Y3V11dvXz58uXLl5uZmRElMjIy/fv3t7a2Jt7W19e/fv1aU1NzxowZGp/06tWL+LtXr14AMHDgwMTERIkdgwhfX981a9bU1tYaGxv7+fl95dyElpaW9+7dA4B3797t2rWrM7OV0J49e/r06WNvbx8YGHjx4sW4uDjhR7du3WpUgrUEJ6zuLCsry9HRcdy4cQwGIyIiYsKECenp6VQqVVlZedSoUaNGjSI2e/36tbKy8k1iiHZzpk2btmfPnk2bNhFzNgAAam56PC6X2/qlWUew2ewNGzacPn0aABYuXOjt7a3QlvFrdXV1fD5fX19/3759Yorwi3744QdJNd1t4E737qy+vn7Dhg3Dhw8vLy9nsVgAUFdXJysra2Fh0aZLvB9//HH06NGjRo1atWrV3r17v//+e+Ik5e3btytXrhT2ZFtYWEyaNCkwMBCRPcnau3fvLC0tT58+LS8vf+rUKV9f3zZlq7t37xoaGnp6esrJyQ0YMIDc2LDOhM+wurNvvvnmm2++ES359ttvIyIiRJ/jEbVkyRJictFt27ZNmDBBWC4jIxMSEhIUFBQZGVlcXGxpaTl9+nQAYLFY27Ztc3NzA4CUlJSUlJQ3b948ePBgyJAha9euXbRoUdOlydrh0qVLq1evrq6uHjx48PXr14n5oNtES0srLy/v8OHD69evF8uK0G1UXl5+5coV4Vt8MdgGEh4HhnWuu3fvrl69uqUSa2vrlnY8efJkYGAgm81uVM7n883MzIjXhYWFnp6e+p8WZVBWVnZ3d0/owDhv4jKQqG3BggXV1dXtrmrq1KkAsGXLlnbXQJaDBw+qqKg4iTA2NjY1NZV0XNIBJyysgUAgMDIyOn78+PXr1xvN0snlchUUFCgUStNJ4kUTlrAkICDA3t5e2MllY2Nz/fr1+jZOxZmZmWlhYQEAcnJyhw8fbt9BCb18+ZJCocjLy+fl5XWwqg46ePBgo/TUtARrCe7DwhoghPbv329paRkbG7v38/m54uLiamtrjYyMmEzmF+uhUqnOzs5hYWEpKSkbNmxQUgJVrZEAABroSURBVFJ6+vTp7Nmz9fX1d+/eXVxc3OxeBQUFqampwnFS/v7+pqamMTExhoaGUVFRGzdu7ODRmZmZTZs2jc1mHzhwoINVYZIk6YyJdTnv37+3t7cXLTl06BAANH0KLzk5+Y8//ujbt6+np2ejkzKhysrKkydPmpiYEP/eZGVl3dzcIiMjhRvExMQQQy6UlJRkZWXXrVtXWlpKLGHt5uZW2b5J1puTmJhIpVJlZWWzs7PJqrMdWj/DOnv2rKenp6en59u3byURXVeHz7CwBjk5ObNnz75y5YqHh8eCBQtEP3r27BkAjB49utEu6urq5ubm58+fHzlyZEvVqqioED1ZISEhzs7O9fX1fn5+tra2lpaWz58/z8nJmTRpkqGhYXFxMYvFio6Ozs/P53K5Fy9ePHr06PXr11XImwPPxMTEzc2Nw+FIcGQDAFCp1Eaz34iW/Pe//7W3t7e3t+/du7ckouvq8DJf2L9SU1NjY2OHDh06TDiVMwAA9OvXLzc3NyUlRXT24fbJy8s7derU8ePHS0pK4uPj/fz8Tp8+/eHDh855ODE1NdXExIRCobx9+7YLjm8QCAS2tra+vr5aWlokZuruBCcs7AuysrIMDAzU1dVLS0vbs5Zyc9hs9oMHD4gZ1pWUlHx9fUmp9mssXrzY19d36dKlZ8+e7bRGvxKHw9mwYUO/fv1CQ0N37NgxZcoUSUfU9Uj6mhTr6i5dugQATk5O4qjc0tJy8+bN4qi5JRkZGTIyMjQarSt3Er1582bGjBmSjqIrwn1Y2Be01IFFCm1t7ZKSEnHU3BIDA4PFixfz+fw9e/Z0ZrtfIysr69y5c5WVlffu3ROd8xoTwgkL+wKxJiwjI6PIyEgejyeOyluyc+dOWVnZK1euxMfHd2a7X9S3b9+qqqp169bJycl1wXzaJUj6FA/r0vgs1o5Ro/TV1WtqasRRf0pKiqys7JYtW3ifVsBOTEwkXtTU1Lx48aJMuG42qdatWwcAjQb9Y10f7nTHWhURARMnwqhREBMjphbu3LmzcuVKCoViZGSUnZ1No9FSUlLS09OXL18+adKk4OBgHx8f4dw4ZMnPzw8ICFi2bJn4ppfAxAE//Iy1KjISAMDGRhx1s9lseXn5adOmTZky5eXLl+Xl5bq6ukOHDqXRaAYGBgEBAVpaWkZGRv7+/qQnLGIK1l69es2ePVtYuGzZsilTpoiWYF0N7sPCWhUVBQDwabY/Et27d8/Q0DAoKAgA5OTkbGxsnJycTE1NicXlFRUViWkVUlJSxNT9/OrVq9zc3NZLsK4GJyysZQIBREcDAJDd485isVavXp2Xl5eWltbKZmFhYbGxsV8zCTLWQ+BLQqxlSUlQXg76+qCrS27FW7duzcnJsbCwEM4e09S5c+cCAwNv3rxJnHNhGOAzLKw1z54BkH96FRUV5e3tTafTT5482VIyunLlys8//0ylUpcvX3748OGkpKSxY8cSkwuS6M8//xwu4t27d+TWj5EOn2FhLRNDwuJwOCtWrBAIBL/88oupqWlLm82bN2/evHnCt5MnT37y5Mm4cePu379P4jOAM2fOFL3eXLJkCVk1Y2KCExbWMjEkrN9++y05OXnw4MFbt279+r2uXbvm6OgYFRVlY2MTEhIyfPhwUoIxMDCwEbkBqqioSEq1mPjgS0KsBUVFkJ4Oiorw+cwNHREfH+/l5UWlUk+fPt2m6RnU1dXDwsImT55cUFAwfvz4p0+fkhVSKwQCQSe0grUJTlhYC969AwUFsLAAOjmn4Xw+f/ny5fX19evXr7dp+8AuRUXFgICA6dOnV1VWMnftgvv3SYmqWY8fP54wYcKUKVPmzJnTyY8NYV8g6aH2WBfG5aL8fLIq279/PwDo6+uzWKx2V8Lj8V5v24YAkIwMunatI/EcO3bs6dOnzZZERkZWVVUhhJycnLrypA49EH40B/tcVhbs2gUREVBdDf37w6JFsH49UDt6Jp6RkTF06NCampqQkBAHB4cO1YUQeHiAlxfQaHD8OKxa1cHYmvX+/fuAgIDY2NiLFy9SO3z4GFnwN4GJ+PgRrK2huBiuXIHoaNi4EfbsgXXrOlgrQsjd3b2mpmbx4sUdzVYAQKHAgQPg6QkCAaxeDW3pvP96srKyvXv3zsvLKyoqEkf9WDtJ+hQP60rWr0dGRujTxAkIIXTvHqJQUEpKR2o9efIkADCZzKKioo5GKMrbG1GpyMoK1dWRWS1CwqkpNm7cSCxkjXUReFgDJuL+fZg7F0QHc373HWhqQlgYtHc2948fPxIjGI4fP66pqUlKmA1WrQIdHbCxAVlZAIDr1+HkScjIAFlZGDcOduyAfv3aV/GZM2eioqIGDhwYGxu7e/duEkPGOkrSGRPrSlRU0JkzjQvNzdHWre2ukljU3tHRsUOBfZGnJ1JQQF5eKCYGhYSgyZNR794oJ6fd9RUUFMTHx3O5XBJjxDoOn2H1eAIBxMRAYiKsWAGysvBpKdN/sVjQ3iVtrl+/fvv2bRUVFW9v747G2YrCQvj1V/DxgcWLG0omTYLhw2HXLjhzpn1VamtrE2sjYl0KTlg9VV0dREZCYCDcvAl5ecBgwKxZYGICjWYNrqiArCz49tt2tMBmszdt2gQABw4c0CX78enPhIcDhQLz5/9bQqXCsmXg5SXGRjFJwAmrhykthbt3ISAAQkP/PZkyMAAXF+BwYOlSWLUKNm6EoUMBABCC3btBXR2mTm1HU/Ly8pcuXfL19XV3dyfvAJqTlwd9+zYe4GpgAAUFwOORNfAV6wrwd9kjfPjwQTcoSOb2bXjyBPj8hlIzM3B1BRcXED6EvHAhPHkC1tYwcyb07g2RkZCcDHfugLw8AMDff0NAANTXw9y5sHp1oybOnj1LpVJFnx8mSs6dOyf2w2MwoLa2cWFtLdBogKem6V5wwpIyxBQoopNwNi0RSkpK8vPzCwoKevXq1b2RI6e8eAE0GtjYgLMzzJgBhoaNd6BQ4NQpWLYMHjyAmhpYtAhmzgQms+FTfX0IC4P6ejA2bpqwHj582ChhNS0RlyFDoLAQiotB9C5kQgIMGQIkrfyKdRE4YUmZ33//nUqlnj9/vqUSLpf7zz//+Pv7BwQECCeQUlVVzR07FjZvhu++A1XVL7Rhbd38nMguLvD0Kfj7w/LlJBwJiezsoG9f+O03OHq0IUPl5sKpU7Bjh6Qjw0iGE1Y3UVNTExER4efnFxAQUFlZSRRqaWk5ODi4ublNnjxZlhis1HFqapCYSE5VZJGRgcuXwckJkpLAzg5KS+HyZbC2hvXrAQD4fBg1Cr75BgDgyBHo00eywWIdgRNWN3HkyJEdn04ojI2NnZ2dnZycbGxsKCReE3E4YGMDNjZgbAz19cBgNPr80aNHovPhRUdHjx8/nrTWWzdmDLx7B5cvQ2oqKCjA2bPg6NhwtlVUBP37w/XrnRQJJk44YUmf3NzcwMBA0bd6enrTpk0LDw93cXFxdXU1MDAgv1WEYOFCGDwYqqrA3LxptgIAHR2dyZMnC9/m5OSQH0YrYmKgf39YuhTU1T8rLyiAwkLYuhXMzAAv4SXlcMKSPklJSX/99ZfwbUpKip6enrGxcXh4uBhbpVDgyhVISgIaDYYMaXYTQ0PD5SLdW48ePRJjPE3t2wfR0XD/Pkya9Fn5kCHw55/Qrx9s3QoUCri5dWpUGKlwwpI+Dg4Oop3uixYt6qSGaTQSZx8lGZsNcXFApYKFReOP5OTA0hIA4LvvIC4OJyyphhMWJnaFhYXHjx+Pj4+/c+eOuNp48QK4XBg+vJl7oKGhcPo02NjAzZsg1ieEMPHDCatb8ff3j4+Pt7W1tbOz6+SmLSwsGnXwC0vS09MdHR0DAgLE2Dwxy3uzMy87OICREXz4AEuWgJqaGGPAxA8nrO7j9u3bYWFhCxYs8PDwOHjwoCVxHdRZ1jWZ509YQszgTub9yqZaX+DHwADEcSMC63R4imQpU19fDwAMkZt0TUv279/PZDKXd7HhnSNGjIiLixNL1QiBtjYUF8OHD9C/v1iawLoGPEWylGEwGIzPhxQ0Kqmvr793717nDYDqClJTobgYtLVxtur2cMLqVng8nru7+/fffz9w4EBJx/KvnJwcHx+f0tJSHx+furo68hsgrgdtbcmvGeticMLqPkpKSmbMmGFnZ7dKPAvJtBuDwVBXV//zzz/V1dXFsgKNGFaoxrom3IfVfZw9ezYkJIR47eLismDBAsnG02keTZ8+/J9/1IKDm39mG+tGcMLCpFt5eTmTyZSTk6soK2OQ9YA31lXhS0JMuj179kwgEIwcORJnq54AJyxMuj179gwARuMOrJ4BJyxMuuGE1aPgPixMivF4PHV19ZqamsLCQpJXacW6JHyGhUmx169fV1dXGxoa4mzVQ+CEhUmxp0+fwqdnFbGeACcsTIpFRUUBgDUeftVj4ISFSTGixx2fYfUcuNMdk1bFxcUGBgaysrIlJSVieeIH63rwfFiYtNLU1KyoqMjIyMDZqufA3zQmTbKysrS0tITr8TAYDFlZWdESrHvDCQuTJnw+v7i4mM/nt1KCdWM4YWEYJjVwwsIwTGrgTndM+hgZGQmXtMC3uXsUnLAw6fP8+fN+/foRr7OysszNzSUbD9ZpcMLCpI+6ujqTySReV1VVSTYYrDPhPiysu2GxWJmZmZKOAhMLnLCwbgUhNGfOnM5f+BrrHDhhYdJES0vL19dXdDKZRiUnT56cMGGCGl6SvpvCzxJi3cfHjx/nzJkTHh5uYWEhrlWmMYnCZ1hY97FmzZo1a9bk5ORwOJzCwkJJh4ORDycsrJvgcrna2toPHz7cv39/UVHRnTt3JB0RRj58SYh1QyNGjMCXhN0STlgYhkkNfEnYGSoqKmprayUdBck4HE5JSYlAIJB0IFgPgs+wOoOmpuacOXOOHTsmqQBiYmKEI8KVlJQGDRrUq1evr9yXy+VGRUVlZ2czGIxhw4YZGxsT5ZcvX54/f35WVpaenp5YgsawJvCjOV3asWPHbG1tTU1NO1jP+vXrY2JihG9pNJqzs/OJEyf69OnT+o63bt1au3ZtQUGBpqZmXV0di8WysbG5ePGigYFBB0PCsHbAl4RdmpeXV1JSEilV2dnZIYQQQsXFxefOnXv69OmYMWMqKytb2SUiIsLNzW3QoEGpqalFRUWVlZVPnjyprKwMDg4mJSQMayt8htV5amtr4+Pj6XS6iYmJvLy86EcfPnxIT09XVFQ0NzeXlZUFgJKSksrKyo8fPxYVFX348IHBYBDzE3C53OTk5OLiYh0dnSFDhrRjOnMmk7lw4cJBgwZZW1t7eXnt3bu3pS23bdvGZDIDAgJUVVUBgEKh2NraxsXF0emN/9lkZ2fLy8sLh5uzWKzi4mI9PT3hlkVFRcSxm5ubKykpCXdMT0//8OGDgoLCyJEjhT+TjIyMPn36cDicFy9e9OrVy8TEREZGhjj23NxcTU1NZWVl0aYVFRWJrjQNDY3o6Gg+n29tbU2j0erq6pKTk0tLS3V1dQcPHkzMSFNVVVVVVaWrq1taWhoXF6empmZqaip6RFwu9+XLlywWq1+/fkOGDBE9zKKiouTkZOLSWDSGjIyMtLQ00a8PExeEiR+TybSysmIymb169aLT6erq6gEBAcRHtbW1c+bMAQDiIz09vbdv3yKE1qxZI/o1DRgwACEUGhqqoaEhKyurra1NpVJHjBhRUFDwNQFYWFgIz7BEC42MjFrahRh4uWbNmpY2uHTpEgBkZWUhhPT19ZcsWSL86NSpUwCQnZ2NEBIIBP/5z39oNJqCgoKsrKyqquqtW7cQQlVVVa6urgCgpqZGp9OZTGZgYCCxO51OX7x4saqqqoaGBo1G09bWfvToEUKorq5OTU1t7dq1woY+fvxIo9H+97//LV261N7efsyYMQAgJydXX19/69YtNTU1OTk5bW1tCoViZWVVXl6OEDpx4gSTyfT09FRQUNDS0iI+YrPZRIUPHz7U0dGhUqnq6uoAMGHChJKSEuKjEydOyMrKMhgMCoUiJyeXn5+PEGKz2XPnzhV+ff369UtOTv6abwRrH5ywOgOTyZSVlSV+USsqKsaPH6+kpFRYWIgQ2rx5M4PBCA4ORgjl5eXp6em5uroSe7179w4ALl68KKynuLg4NDSUx+MRnyopKW3atOlrAmg2YS1cuJBCodTX1ze7S2RkJAAcPHiwpTq/MmERr/fv38/j8dhs9s6dO/39/RFC7u7ucnJyxIFXVlZOnTpVQUGBqI1OpyspKYWHhyOEioqKRo4cqampWV1djRBavny5pqamMOYjR47IyclVVlYuXboUAH7++efi4uLMzEyEUG5u7j///MPn8xFCr1+/lpGR+fXXXxFCJ06cAABHR0ci49y/fx8AfHx8EEKlpaXq6uq2trbFxcXET0BVVXXWrFkIITabLSMjs2TJEi6Xy2az//nnHyKALVu20On0u3fvIoTy8/P19fWdnJy+5hvB2gcnrM7AZDLnzZsnfBsdHQ0Aly5dQgjp6OiIfrRjxw4qlcrhcFBzCauRcePGTZgwQbSkoqJi+uc8PDxQCwlr06ZNAFBZWenj49Nor5cvX4aFhQHA2bNnG+11/fr1M2fOoK9OWHZ2dsOGDWtUiUAgUFZWXr58ubAkIyMDAA4dOoQQotPpoqdRQUFBAHD//n2EUHh4OACEhoYSH40ePXr27NkIoaVLl+ro6LT0g0IImZqaTps2DX1KWLm5ucKPlJSUfvzxR+ERxcTECD/y8PCgUqnV1dWVlZVUKnXJkiXCczGCrq4uEQDhl19+oVAojbbBSIQ73TuJ6DACExMTAHj//n1NTc3Hjx+vXLlC+eT3338XCAR5eXnNVoIQ8vX1nTx58uDBg3v16vXs2bPq6mrRDahUKvNzrcxbkJeXJyMjo6SkpKSk1GgvBoNB9Fvl5+c32uvcuXNHjhz5+gNPT08fPnx4o8LCwkIWizVs2DBhiYGBgZqaWmpqKvFWNOxvv/0WAN6/fw8A48eP79u375UrVwAgJycnKipq3rx5xGaNetb4fP6pU6cmTpxIjOFITEysqakRfkqj0YSv5eTkuFwuAKSlpVEolKFDhwo/GjFihEAgSE9PV1FR2bhx4/nz5/X19Tdv3kzMt8Vms/Py8q5fvy78+vbs2YMQys3N/fqfD9YmuNNdAlgsFgDQ6XQajUahUDZu3Lh+/XrRDfr27dvsjjt37jx48OC2bds8PDzU1NQ2bNjA4/FEN1BWVvbx8fnKMF6/fj1ixAgqlTpv3jzhr71QdXU1jUbr+D1KGo3WdA0uIrk0Kufz+QwGo2kNxAgyYhcqlTpnzpzTp0+fOHHi+vXrysrKU6ZMabbdTZs2nTlzZufOndbW1ioqKsuWLftiqHQ6HSEk+iOtr68HAKLL/6+//lqwYMHFixcvXLhw4cKFly9f9u7dm0qlrl27duPGjaL16OrqfrEtrH1wwpIAot9k1KhRcnJy+vr6aWlpAwYMaLoZcRYg+lt9/vz5xYsX7969m3irqqpaWlravhguXLiQlpbWSnZTUlJydHS8c+dOamrqoEGDWq9NXl6ezWYL39bV1QlfDx48OCYmhs/ni57UMJlM4o6esCQxMZHFYhkZGTWtXPjjIt7Onz//r7/+CgkJuXbt2qxZs+Tk5JruIhAILly4sGbNmu3btwsPp/VDIEIFgBcvXowfP54oef78OYPB6N+/P/HWzMzMzMxs/vz55ubmYWFhK1asMDAwaOnrw8RCwpek3Vd+fv7PP/8cFRWFEGIymW5ubnl5edXV1Xfu3NHS0rKysiL6gz09PSkUyqFDh8rLy8vLy0NCQu7cuUPUUFdXJycnN2fOnIKCAuLW4aBBg8aOHVtTU1NVVfX333/LyMhYWFgghOLi4n7++ecPHz60FIyFhYW5ufmLFy9evHgRHBy8fv16Op3u6OhIxNCSd+/eqaqq9u3b9/z585mZmbm5uREREcbGxkSflGgflpubm7a2dmpqKofDuX37NjG+gejDun37NgD88MMP+fn51dXV4eHhr169Qght27aNTqf7+PhUVVUlJydbWlpqaGgQvd10On3ZsmUFBQVVVVWXL19WVVV1dHQUDWzw4MFWVlYUCoXo2EIILV26VE9PT3Sb3r17f/fdd3V1dRUVFZ6ennQ6fdKkSehTH9bHjx+FWzKZTKLLrKamRldX99tvv3316hWLxbp8+bK8vLy7uztCqLa21tPTMzExsaSk5ODBgwBA3BM4cOAAAPz555/Cr+/27dtf8a8DayecsMSFmC3g+PHjCKFVq1Zpa2sT/0PQaLSZM2cWFRURm/F4vK1btwpPE7S0tLy8vISVeHt7Ex8NGjQIIRQUFKSqqspgMGg02qRJk1auXEkkrIsXLwLAw4cPWwrGwsJC9H+pIUOGHDhwgMvlfvEoEhISJk6cKDraa9SoUefPn0efJ6yUlJSBAwcSG5iYmIh2uiOEjh8/LlwzQlNT09fXFyHE4XDWrVtHXG0RIT1//pzYXrQ3isFgLF68uLKyUjSq3377jfhZCW8XNk1Y165dU1RUlJGRoVKprq6uCxYs+GLCIo7XzMyMaJpOpy9ZsqSmpob4NoXr9DAYjJ9++onYns/nb9++XTiCTFNT09PT84s/Vazd8LOE4sLn81ksloKCAvE7iRDKy8urrKzs16+fiopKo41ra2szMjLU1NR69+4teukEAGw2u6ioqG/fvsSvMXE+oqGhYWhoyOFwuFyusrJyfX19TU2NsrJyo32FWCyWsGtGWVm56cjP1pWXl+fm5iooKPTt21eYW4lGVVVViQGZPB6P6Ir+5ptvBAJBZWWlqqqqMNPx+fzc3FwZGZlGDwPV1NRkZGSoqqoK0wEAMBgMDw+PtWvXlpeX6+npNb2aq6+vNzU1nThx4tGjR4X18Hg84kaBUEVFRUpKira29oABA+rq6ng8npKSEofDqa2tFY2toqJCRkZGQUFBuOPHjx9LSkr09fVFvymEUH5+fllZWaNyAGCz2R8+fGj268PIhRMW1uUQCauVIfjv3r0bPHhwVFSUlZVVZwaGSRwe1oBJnytXrujr61taWko6EKyz4YSFSR8/P7/58+cLV6vHeg58SYhhmNTAZ1gYhkkNnLAwDJMaOGFhGCY1cMLCMExq4ISFYZjUwAkLwzCpgRMWhmFSAycsDMOkBk5YGIZJjf8HcFAhSM65EIsAAAGRelRYdHJka2l0UEtMIHJka2l0IDIwMjQuMDMuNgAAeJx7v2/tPQYgEABiRgYIkIDiBkZGBg2QOCMHgwKQZmIDUywwUTQuVBFZsmhcHJqwOwNNETfQH4xMDEwsDEzMDEwiDCwcDCysDCxsDGzsDBxcDBycDBw8DFzcDDzCDDy8DDx8DHyCDHz8DHwCDIJCDMIiDCKiDCJiDGLiDE6g8GBjEhHm4WAR12JEhA+DxNsNnQ5qou77QRzJ/z4Oew0r7EDsHR2P7IOu+ewDsatEZB0SCo+A1RxgFrZfOaEXzFbnKt2XnS9+AMROcb9mv0uAA8zOm77afsHKVDC77Y7f/nguNrD6n0Zn9+tfEQGzLeUm7f9j9g/MvnlS5cD/bGmwern1dfsDf5TZg9inv1/bH68p7ABit6RJH/DdxgoWZ91ufmBBwC8wOzBD6MDLkDawOx0Vyw/4LVpsC2IzHpp34P2pHrAatypfO/ai92B2zvxT9n3PloDZ6YauDqpxs8HsJP+v9ro8BmC78pLCHNbF+IDZYgA5/GRYVTNw0QAAAjh6VFh0TU9MIHJka2l0IDIwMjQuMDMuNgAAeJx9VFuO2zAM/M8pdIEI4pv63CSLblFsDLRp79D/3h8l5abWokIdB6EmY76G9Knk9fX25eev8vfC2+lUSvvP3XsvP6i1dnovaZTL66fP93J9vFyeyHX7fn98K8h5t/x85L48tvcnAuWtcKWGzl7OrZqZqpZW27iOR7FshSo2ahZoRUYyW/CoXAtU027d0iHGv7RyyBEZKwuTSTlDFWKDtiBKeGxVjNE0idCkL0NreMyI1DFjYyVVCOf/Mi2KgarGTTiJgNoQFkQPl1ApeNLLmaq4s/mC2CPJiO3Nm2BagiR9VXfU+JZlaCOA0XNxIKUVFSLPrJhB2NLqrk2WVEyvmG1ybGlxSKqrNgHtufbO4S0IXdlwyeQ/qVoPlUItjGfaSiNIkfagQJhyIRIsE9U9UbfovUZzu4j4slG2M9EtZBzKKtK6JM9GUXWFkCoJ1j0WZcHs6ZSj5mg+RvhcKF4lGl3cyphf1SRGwroMHoOTIy8e3YkAka/jsiBMjag2h8gyiUBhrog05rODsku03aTZOkceHom7iYcBnUBWOb7ebx/Wfn8RXLb77XgR5AePdY9DoWOrIb5y7G4e+djQPCIciwiB9WPb8qjHTuXRjs2BYPi0HpAYTEswgHnUB0DTQMOg4TS4kDDOAzoQ4GkQd0SmgYNB9GmudkSn+dkRm+YEBrFPAwEJHw3B0c64cZJ4R2jSMo/xO4s2S5Tn53s+7NNvVrwo6SbU6lIAAAF0elRYdFNNSUxFUyByZGtpdCAyMDI0LjAzLjYAAHicdVE5bgMxDPxKihQ2ICu8DzhI48bdPiBIky8E6fz4UFqnEGA3kjicmR1yP69f2+Xwef06zuOC8/qHtok9e9+5dbzcDifpaYjRsENmSjufuIehNOjgGTtEXSiQC1MirseAwkG1dKmqOREKN2on6GTE5oVBL4OwEqaJ04Cwm6dIK/o0LzaAlQ6H41Bh16heART1aGfuEFiRCkAOHIxEkywPV3AZDJZ0a9wxGW0w3DJmFgDgQmoGFfZWAZTFcYgIGLzCkRB7fVk6A4UOmbub2YinLlTWpUPQ8hxTESdleVFns9reeUwloANBMqCBcAGl4xonZNcFBOhckRJr2r4PYNyx2rHxxFCwlluPDCvbsd3KEdT2fyHeju31+v7z+/2B72/jOm+zont1mZXdqzsTl5Jw4fLaXFxXpi5MWZiy9HjRPe5tD5LqoqN1ikX3OMtlYa6e2/NpX29/Y07WljA9uBEAAAAASUVORK5CYII=", - "text/plain": [ - "" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "glucose_topology = Topology.from_ITP('tests/data/glucose.itp')\n", - "Visualize.topology(glucose_topology).draw2D('tests/output/glucose.png',(400,200), remove_explicit_H=False, show_atom_ID=True)\n", - "Image(filename='tests/output/glucose.png')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Load monomer\n", - "\n", - "Let's start with a simple molecule of glucose, and only one of the isomers (the cyclic form), but it would be possible to model others such as the open chain form as well, and to distribute randomly among multiple given an experimentally derived distribution. We'll create 3 monomers, one with 1,4 junctions, one with 1,6 junctions, and one with all 3 junctions. We'll only use the 14 monomers to construct the A chains so there is no chance of a branch from the A chain. We'll use the 146 monomer to make the B and C chains, but we'll make the B chains first and there should be just 1 1 junction remaining to connect it to the C branch. We'll make the 16 monomer just for completeness (to create other starches like amylase)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "glucose_topology = Topology.from_ITP('tests/data/glucose.itp')\n", - "\n", - "alpha1 = glucose_topology.junction('C5','O4').named('1')\n", - "alpha6 = glucose_topology.junction('O2','H1').named('6')\n", - "alpha4 = glucose_topology.junction('O3','H2').named('4')\n", - "glucose_topology.title= \"Cyclic glucose monomer\"\n", - "\n", - "Glucose_14 = Monomer(glucose_topology, [alpha1, alpha4])\n", - "Glucose_16 = Monomer(glucose_topology, [alpha1, alpha6])\n", - "Glucose_146 = Monomer(glucose_topology, [alpha1, alpha4, alpha6])\n", - "\n", - "Visualize.monomer(Glucose_14).draw2D('tests/output/glucose_14.png',(400,200),highlight_junctions=True)\n", - "Visualize.monomer(Glucose_16).draw2D('tests/output/glucose_16.png',(400,200),highlight_junctions=True)\n", - "Visualize.monomer(Glucose_146).draw2D('tests/output/glucose_146.png',(400,200),highlight_junctions=True)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Glucose monomers" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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", - "text/plain": [ - "" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Image(filename='tests/output/glucose_146.png')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Create A chains" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "import random\n", - "random.seed(42) # for reproducability\n", - "\n", - "def create_14_chain(n):\n", - " A_chain = Polymer(Glucose_14)\n", - " for i in range(n-1):\n", - " A_chain.extend(Glucose_14, from_junction_name = \"1\", to_junction_name = \"4\")\n", - " return A_chain\n", - "\n", - "A_chains = []\n", - "\n", - "for i in range(4):\n", - " n = random.randint(8,10)\n", - " chain = create_14_chain(n)\n", - " chain.topology.title = f\"Alpha chain of length {n}\"\n", - " chain_as_monomer = Monomer.from_Polymer(chain)\n", - "\n", - " Visualize.monomer(chain_as_monomer).draw2D(f'tests/output/alpha{i}.png',(400,200),highlight_junctions=True)\n", - " A_chains.append(f'tests/output/alpha{i}.png')\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## A Chains\n", - "\n", - "Note: the difference in the shape of the images is an artifact of the visualization software (rdkit) attempting to render a 2D schematic representation of the topologies. In a 3D visualization the shapes should be similar. However, under simulation the absence of a dihedral constraint across the junction, that it is not possible to infer from the monomer topologies, which otherwise constrains rotation at the junction bond, will likely result in a more ." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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", 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kN4VARKNGjXr79q2enl5aWtqxY8eqvH6NCROgp4dGjTB6NO7dw4YNqFhR1kcgwOrVOHYM27fjt9++ykuVHX4khaWnRy1apMXGxly86Nitm/L9GD315s2bJk2aHD16lHEis7S0ROfO6NwZAMRi/PQTjI1RMPiflhYMDWUmY0RQcJTNcxriKP28fo0OHRARAU9PmJvj6VOsWoUGDfDPP7CwUOYB06ZN27p1q7a2dnBwsLW1dVhYWI3ISGRmIjwcFy7AxwcA6tdX7GZri4oVcf36l36fMsj3nuJ9UzasWwegd+/eynf58OGDs7MzgDp16uSPxKZI//7E51N2tmJ5RgbxeDRkCBG3JCzj5OSQqytVrEj37skKz58nPT1q2VKZBzDxS0UiUXBwsGJdXBydOUOzZhFAMTEsnRs1IrWttz5+pJgYyspSs3tposyaNahFO19fACdOnMjIyFCmfUpKSrt27R4/fuzi4nLmzBmjIjIsOTtDIkHBbAURESCCkqG+OUozgYG4fx+rVsHVVVbYogXmzsW5c7h6teje69atW7BggUAg2LNnT/uCgY/NzdGqlXSGzpaeDmlpcnlYlSEnB4sWwcYGFSrAygpGRujWDRERsgbOztLkPfmZNw88HkprRqkfS2GZmZmZmJhoaWmZmpp6enpOnz49MDAwhdXFB8jIyOjUqdOtW7fs7OxOnz5doehtr+7dwefjjz8UyzdtgkAAVVagHKWUM2cAsCTg6tJFVlsIO3funDBhAo/H27x5c1HxsJijZMbbMT9EiIpS7aCZCD16YOFC9OmDsDDp1ti9e2jcGE+eyNrk90jKKwRYyksJ33uKl49bt2jaNOrWjX76iWbPpsePZVVpaTRmDIWGKnZZs4aWL1fy8RkZGS1btgSgMFESCoWNGzeeOnXq8ePHP378yDTOyspiPoPW1tYvX75UaoAJE4jHozlziHlIQgJNn048Hk2bJm3ALQnLNB06UIUKLOVZWcTn07BhhfULCAhgIiavWrWqmCGio0lDg37+WbE8NJQA2rhRBWn37iWANm+WK4yJIVNTatFCeluzJvn6KnacM4cAysxUYaxvSKlRWFOnEo9HNWvS8OE0eDBVqUICAf32m7T2wwcCZLd5NG/OYhrKRnZ2tq+vLwALC4vw8PD3798HBASMHz++Xr16CuG3XVxcRo0a1bRpUwBmZmZPnjxR9hVyc2nuXNLWJoAMDAggHR1auJAkEmkDTmGVadq2pYoVWcpzc0kopEGDaM8eCg2ltLT8lSdPnhSJRACWLl2q1CjDh5NQSEeOyEpevCB7e6paVeHJxdCmDVWqxKTSkIPZJnv9mohTWGqzaxcBNHu27P83O5uGDyeATpwgKqnCys3NZUKmmZqaPnr0SKE2LS3t8uXLy5Ytyx9+29raWkdH5/bt2yq/S2oqnTtHBw/S+fOKv2Hv3tHDh4rt09PpwQNpGgyO0szAgcTns2xdR0cTQL/8QkZGBJCGxoMBAyZNmnT06NHDhw8z2XRmzpyp7ChpaeTrSwDVr0/9+1ObNqSlRZUr04MHqklrbk6sxvRMdICjR4mIatak5s3p/n25a+RITmEVR82a5Ooqm4kwZGaSlRU1b05UIoUlkUj8/PwAGBgY3FTI8lSArKyssLCwkSNHArCzs1PtLTjKNxs3EkBhYYrlhw4RQPv20aRJ1KABaWisYmKZAky6Q39/f5XHOnuWpkyhvn1p9GjasYP93LBohEIaOJClPCyMANq2jYioZk2p5XPBi1NYhfLuHQE0dSpL1cCBJBRSRkZJFNbUqVMBaGtrX7x4UUmJxGIxs8X+7NkzJbtwlH8+fSJjY2raVO6POSmJnJyoShWZRUta2tVz5+bNm+fp6amtra2vr8/idqo8V66QpSW1a6dyRya5WUEYf4/9+4mIatYkHx+KjZW7Jk4szQqrFBiOMmEhbW1ZqipXRk4O4uKgqwsAGzfi+HG5Bg8fIl9Q9oLMnz9/xYoVIpEoICBA+ZBpAoFgaNeutk+eaF+4AAcHJXtxlHOMjLBjB3r2RIMG8PODpSXevMGGDYiLQ0iIzGZYV7exl1djL6/58+c7ODg8f/781q1bDRs2VHNQBwfEx+PcOaSlQU9PhY7Vq+PlS5ZyxvIm769GU1MWfJVBpVG+OaXGrCHfzrdioUQivbWzg5eX3MX4ji5ahClTcPy4LDIygGItX4pkecuW/levWh84oMarcJRbOnfGtWtwdMSSJejXD6tXo2lT3L4NT0/W5sxvXVBQkPojmpmhYUPS1Y0rGPqtaHx98fgx7tyRK5RIsHcvqlRBrVrqi/R9+d5TPKKoKJbIkAxDh5JAQJ8/F7MkrFJFuvDW0Gju5jZy5Mg9e/asXLmSSXK5detWdaRKSiKhkIRCKsK6nYOjSE6dOgWgTp06JXnIwTVrRAIBkwNRBRITqVIlcnCg+/elJamp5OdHAO3dKy0pg6eEpWBJaGMDW1uEhSmWE+HKFdSrBx0ddtvfPLZsQVgYLl36nJR08fbti7dvb9682cjIiIg2bNgwbNgwdaQyNETPnjAwQGamOt05OIAWLVro6+vfu3fvzZs3lZn0Yqrj2LJldm5uUFAQERWdZFNKTg6EQhgbIzQUPXrA1RXVq0NHRxrtdt069O2rniSlgVKgsAD4++OXX7BvH/Lna1uzBhER2LOn+O4+PozXqCgn5+qtW2FhYcHBwVeuXLG2th4zZoz6UnXqhG3b4OaGnBzY2qJzZ0yYAH199R/I8YMhEolat259+PDhkJCQUaNGqfcQe3t7AwOD7OxsS0vLZs2aeXh4eHp61q1blz0LRnY2unaFiwuWLYOTE+7fx8WLePAAGRmoUgU+PjAzkzVevZplx6pXL9SqxeLGX0r43lM8IiLKySFfX+LzqU8f2rSJNmygTp0IkCULUPGUMO+YT/1Mzv7+BJCvL23ZQnv20M8/k7Y2ubhQQoKaD+T4Idm+fTuADh06qNk/O7t7ly74z0IiDxMTk44dO65YseLq1avZ/x1Q5uTknP75ZwLIwoJiY7/YO5QmSofCIiKxmLZtI29vsrGhypWpfXs6cEBmmZWcTC1a0L59ir0mTKDRo1mfx1iKrl27Vh1hmKPfefPkCq9eJZFIpkM5OJQgLi6Oz+dra2t//vxZ5c65udS79wVX16qVKz969OjRo0cbN27s16+fDZN88z90dHS8vLzmzJnTrl07Ho+3sW1b2b5VuaPUKKwvzV9//QXAx8dHnc7t25OFhTQIZH6GDCGRiJKSZCVnz1KbNlJHnAoVqHt3unNHVjt1KktIkIsXydKSLl9WRzCOMkijRo0AHD9+XOWeFy4Qn0+Ghln5f6mIiCgmJubgwYPjxo1zc3PLWxtaWFhoa2v/+++/X0buUkm5VVgfP37U0NAQCoVJ+fWLkpiYUNu2LOVbthAgywiwbRvx+dS0Ke3eTadP0x9/kJMTaWnRyZPSBiNGkJGR4kNOnSKAzpxRWSqOssmiRYsA+Pn5FdoiJ4f+/puGDqXOnal/f/r9d0pJkVbt21fst+3Dhw/Hjh3r1q0bACcnpy8neGmk3CosImIsRQMCAlTrlpNDPB6xniKfPCmzEn77lrS0qFMnuQQqqalUuzZVrEgZGUScwuIgIrp37x4AS0tLiYLzGcP791S3LgkE1K4d+flRt26kq0sVK5KKfqyZmZl6eno8Hu/t27dfRu5SSakxHP0KMOEZVDbbEwjA54M1wh9jXSESAcBffyEzE0uWyJm86ulh/ny8f4+S2ApylC9q165tYGAQFxd34sQJluoBA/DyJa5exYkT2LwZhw/j8WPo6qJrV3z+rPwompqarVq1IiL2UcoL5V9hBQcH56oUN53Hg60toqJYql6/BoAqVQDg1i1oasLJSbGNmxsA3LwpvSXChw9yV3KyKi/BUeZZv359SkqKnZ2dS8HAs3fuIDQUs2ahQQNZYeXK2LABUVH4+2+VBsr7hS+pxKWY8qywatasaW9v/+HDhxs3bqjW08cHN27g/XvF8mPHYGkpdWv4+BGVKqGgIZ+VFQQCJCRIb5OTYW4udxURcDIjA8+eITISWVmKVcnJLIWfP3M57ks5SX//vWTWLB6PN336dBbb0XPnAKB1a8Vyb2+IRDh/XqWxOnTowOPxQkND04s2tC7LlGeFBaBDhw5Q45szeTL4fAwcKJft5rffcOkSZsyAhgYAaGqCNbby58/IzYWOjvRWXx+3b8tdGzaw9IqORs+eMDZGjRqoXh3GxhgwAHFx0tqkJBgZYdUqxV6dO6N5c9VejeNbcuiQ0cCBkVWqbFy7dujQoSwN3r4FgIKKTCCAtbW0VmksLS3d3NzS09MvXLiglrhlgHKusJhJcmBgoGrdqlfHvn34919Uq4YePTBoEJycMGMGfv5Zln23WjV8/MgywWFc5KtVk94KBKhXT+6yt1fsEheHJk0QFoaNG/H8OZ49w//+h5AQeHggKUk1yTm+BkS4fh2bNmHVKuzfj/h4udqzZ1kCuj97hl274O+P3Fz9Xr1G/vxzoU8G2NMaamjI3P6VpvyvCr/3rv/XJSMjQ0tLS0tLq02bNr/99tuVK1eyikh2JJHQ6NGypL7v3tH//keDBlGfPjRjBikE/2OMS3fuVHzIjBnE40lTQCt5SjhsGGlpkUIs5mvXSCCgSZOIiD59IoCWLFF8VKtWVK9e4W/P8SV49Yrc3QmgSpXI2Zm0tUlLi379VWbV7OFBjRsr9lq9mgAKDaVFi4p6+JIlBFCBKLgkkZCWFvXooaqwt27dAmBjY8N+Iln2Kc8KSyKRMA5cOnkLNEAoFLq5uU2bNu348eMKeQZfMX7qBgZK+d+IxdSgAZmaUn47vcOHSVOT+vaV3iqjsHJySE+PevZkGcLHhywsiDiF9f1ISyMHB7KykgUaTUujCRMIoLyMEkUorGIjhV68yJIqgoiuXyeA1qxRVV6JRGJlZQXgXv7kieWI8qywnixerK2tra2tffjw4YJmwQAEAoGTk5Ofn9+uXbvGjx+vq6MTWr8+nT6t7AAxMVS/PvH5VK8edexITk5S98PUVGkDZRRWeDgBNH8+y/OZ2I/v3kkVlp8fXbwod7m5cQrr67JmjZypcB4+PmRsTIy3TUkUlkRCdeqQtbVcy/R08vAgExP6L4eTSowYMQLAr7/+WmiLGzeod2+qUoWMjalGDRo1ivLnhZo9WxqXPD8XL5KLi6qmYV+D8quwFi0i4IKb2wn5LLspKSmhoaHz5s3z9vbWzJeZ0sDAQCAQHGWC8ytPbi6dOEGzZtGoUTR/Pp08KTc7O3uW5eP55g2tXUvR0dJb5lu6aRPLw1esIICePpUqLNaLU1hfFW9vsrJiKd+zhwDpt60kCouIHj0iCwsyM6Pp02nLFvr1V6penbS0KChIPZH/+ecfAA0bNmSv3rePNDTI1ZVWraL9+2nRIrK2JiMjun5d2mDQIDI3V+wVGEgAXbqknkhfkNIRXqYIMjNx8iQePpTGeGnXDlZWstq9e2FmpngqfO0aLl7EypUQCJpPmwb5WKP6+vre3t7e3t4A0tPTr127dvny5WPHjj148KBevXpdmKSYysPno107tGsHAOvWoVMnTJ+OBQuktS1bomVLxS62thg3TnbLRH+Wj5Uq5cMHIF/I2gULMGWKXANfX86q6+sSGSk7P8kPU/jsGRPXCFFRmDFDrsGtW8oO4ewsTSh96hTi42FoiGbNMGkSatZUT+R69eqJRKKnT5/WqFGjadOmA318mrm7SwV+9w7Dh6NlSwQGSu2fAYwciUaN0K8fnj6VnoCXZr63xiySq1fJ2poEAqpThzw8yMCARCK5rZyqVal7d8VeU6cSQLdu0Z49So4THx/PuNSnqZT6TYGQEHWmPBkZJBLR0KEsVd26kaEh5eZye1jfjYoViTUyzOPHBNDKlUQk/c1s1kzusrNTdoalwJ079NNPNH26evImJye7u7sDyFs9nG/RggCysqIBA2jZMgJYcs0xefZCQohK+wyrFJs1vAOtl+4AACAASURBVH2L9u1hZobnz3H3LsLC8P49RozAzJnYvr347m5u6N9fyaHMzMwaNGhgZmz8smDgU+Xx8oK+fnp6+qfYWBV6aWmhTRscO4bERLny2FicPIlOndjPvDm+DSYmYP1pMhZSFSpIb52dcfGi3OXvr+aIYjECAlS1cWfIyMjo3LnzzZs37ezsnj17duPGjVWrVjk6OsLMDDExePYM165BRwcFDe4bNQKAa9dkJRKJ3FVqMteX4j+GlSuRloaAAKkrDABtbaxbB3d3zJ8PlbxtlCDop5/exMbWOnxY/Udoavp36qQbHn5IVUfCX3/F58/o0kWW5uTpU3TqBIEA8+erLw9HyalbF5GRLI6lDx4A/7lhfVnq14elJaKiJA8fqtQvJyenR48eFy5csLKyCg0NtbW1dXd3nzhxYsWNGxEXhydPsHYtPnyAtTVLZyZnVZ59WXw8BAK5q1OnEr7Wl6IUK6yQEOStvfPg89GrF6Kj8ejRlx2tgrc3AAQFleRjUtfLC8CRI0eU7cB4t9aujRMn8OYN7O1RuTJsbODkhJQUnD7NvoHC8c0YNAhpaVizRq4wORnr18PN7avknuHxrg4d2tXe/jdVPnu5ubkDBgwIDg42MzM7ffp01apVFZ6JmjXRsCFEInaHaqYw7wzKyAinTsldCxeq+TpfmlK8x/bqFfsXjPlhvHgBV1cAuHsXCtGy889slcfVFba2MDZGXBwqVlTnCYCjo6OmpmZYWJilpWX9+vU9PT29vb0LDb8dFYXmzTFrlnQfNDISV64gIgJ8PmrWROPGsh1QPT2cPs2SIXH5cuTkqCcqh1L4+GDwYMyejfh49OkDIyM8eID585GYCOU/SyoSX7/+scWL44OCZihs5BcCEY0aNerAgQOGhoYhISFOBR3y86hcGZcuSbNU5Ce/Vz8AkUjxICs7W3n5vyqlVWHl5kIslp6gKcCkgcjzBM7MVPRSViUohxxBQfjnH0yejNxcVK2Krl3lfOiL482bN3369MnKyhIIBO/fvw8KCmIi2xgbG3t4eDRt2tTT07N+/foikQhATEzMi5Ejm71+jX37MHQo+HyIRNJkiwXR0JCeRilQr556L8qhAtu2wckJ69ZJ51kaGmjZEnv3Sr+XKMSHhs+HQMDiG68E3t7eQqHw5s2bAwYMaNWqlYeHh0OR2XynTp26detWHR2dwMBAt6JXqT4+2LkTQUHo2lWu/J9/pLWln++96184JibsGbq3bZM6PVCRp4SqsmULCYVkZUX9+9OQIVSzJgHk70/KuTjExcXVqFEDQOPGjVNTUx8/frxp06b+/fsrOOhra2s3b9588uTJ1apV09LSutC3r8zKlKOU8+4dvXxJKSl05Qr99RcdPKjoUvP5M507R+/eKXa8fp0ePFB+nClTpgDQzfe1trCw8PX1XbZs2eXLl/NSTjDMmjULgEgkCmHO+IomM5McHcnGhsLDZYWhoaSjI/s7Kt2nhKVYYbVuTZUqycXzZBg7ljQ0pEbAX0phXb1KAgH16SPLHymR0MKFBND69cX2/vTpU506dQDUqVMnMTFRoTY2Nragnb2pqam9vf1HtUyZOb4bgYFkbS2N36+nRwA1aEAREdLaJ08IoO3bFXs5OVH79kqOsGDBAgBCoXDNmjVr1qzp3r27hYVF/m+egYFBu3btFi9efOnSpRUrVgAQCASHDh1S9hXCw8nOjjQ1qXVrGjqUPD2Jx6NmzSjv95ZTWGpy4ACLvoiMJD09mVPol1JYnTuTiQkpGGFJJNSoEVlbFz3JyrN8qVGjxvv374se5+PHj8ePH2/SpAmAIUOGqCYkx/flwgUSCMjHh5jccRIJnTtHlSuTpSXFxxN9AYW1fv16RgHtZ8Jw/0d4ePjWrVsHDRpkZ2eXX3np6Ojw+fy9eZmclSQjg3btopEjqWdPGj+ejh+X+w0/epSWL1fsEhFBc+fSmzeqDfQVKMUKSyKhHj1IICB/fzpzhq5epbVrycKCrK0pL2r1F1FYEgkZGlLnzixVzCQr//xZnvT09BYtWgCws7OLUdpKsNy71JdP6tenqlUpPV2u8P594vNpyhSikiqsnTt38vl8Ho/3559/FtEsJiZm//79/v7+VatWFYlEhbrglFNKscIiIrGYVq4kBwep35yxMQ0dKmc9XL8+i434ggVkZqbCKIwd+fjxLFW7d8v2ywqQnZ3NBAi0srJ6md99tDgkEom1tTXKr0t9OSQ6mgCaPZulqnFjsrcnKpHCOnz4sIaGBoD//e9/Skr05s0bZoVYVMSkckdpPSVkEAgweTImT0ZGBrKzYWio2CAvdHp+5s7F3LkqjFJEEDXm9Dc5GUuXomlTuLvn2aoUY/lSJDwer3379lu2bAkKCnLNO2ziKM1ERABgN4tzcMC1azL7ktOnFcMuJibKLAbYOH36dN++fcVi8eLFiydNmqSkRLa2ti4uLp/fvn117VqNZs2U7FXWKd0KKw9tbWhrf62HGxpCWxvR0SxVb94AQEwMZs4EAC2t+Z065djbe3h4HDx4UCnLl0Lo0KEDo7CYUx6OUkdiIlJTYWYmjXbN2MpUqCC1YMj/eatQAURITZXeXryIe/cUHwXg5EmYmaFOHbk0S8CVK1e6deuWlZU1YcKEmcyvmdJc6NOnwrx5OHYMP4zCKt1Lwm+GlxfZ2LCcSPr6kokJ3b5N/v5Uu7ZEX1/rP2NOHR0dHR2dq1evqjdgeno6s2Na7D49xzdFIqF166haNekuhEBAzZvTlSvSSHubNpGvr2I27169SCAgQHqUVtiSsHJlAkhfX9Ku3ZJff71w4UJ6evr169f19fUBjBkzRh1pr1whgOzs1HzZMkgpds35lvj7Izoay5bJFZ44geBgjBmDevWwfj3u38+Jigo4dmzatGnVqlXLzMxs3bp148aN1RtQW1vby8tLIpGEhIR8Afk5vhTjx2PcOLRqhYsX8fQpDh1CWhq8vJCQAD4fT56wdHn8mN1BLz8SCVq2hIMDUlMzXr2aOXt2ixYtjIyMPD09U1NTBwwYwJwPqkzDhjA1RXa2LEtTued7a8xSw+jR0nihGzfS9u00dCgJhdS8uTSHszw3b94EYGtrW5IB//jjDwDdC55ycnwvmAnLjBlyhZ8/k7MzVa5M7duTiQn5+MhmWNHRtH49AdS7t9wMKz2d3r+n3FxpM2aGlZtL79/Ty5dvjh8fN25c3bp1BQKBtbW1m5tbTk6O+jLfvk2//04//0xjxtCKFVKTi/ILp7DyERBAbduStTVZWpKHB61fT4Wcv+RFzn6gigWzAm/fvuXxeHp6epl51qoc35dRo0gopKQkxfLt26UJRwwNSU+PbGxo+3aqWlUW91VfnwD65x+pwlq7lgBZUFlGYcXEEECrV+c9NTk5+e7duyUSeO9e0tUlIyNq1446diQLC9LQoCKCI5d9uCVhPrp3R0gIoqMRG4uwMPj7y6IyysPj8dq1awcgqAQp6a2srFxdXdPS0i5dusTeggjbtqFxY+jqQiiEnR0mTpSGIeX4Gty9CxsblsPo2rUBICEBYWHQ1ER0NIYOxatX0NBA27bYtg3OzgCwZYtKoxkYGDAOEmpy8yYGDYK3N968wYkTOH4cUVHw88Ps2di3T/3Hlm44haUmTAK4kiisvIccLiwI1/DhGDECdnbYsQNHj2LAAOzahQYNVM2vyaEsSUmwtGQpZ6JyJybCxQXu7rJysRgnT2LYMGmAkOBgnDmDvn0Vu1+9iv37v7y0S5dCXx+7d8PAQFoiEmHdOjg7l55oMF8cTmGpibe3t5aW1rVr1+Ly8jOrTuXKlXV0dLZu3Vq9evWhQ4fe3b8fz59L644dw/btWLoUf/2Fnj3h64v583H5MuLjMX78l3kHDgV0dBTjvjIwEfcZb2Qmyt3ffyMuTnblbZmHhCBfZhMphobSECNfEIkEZ87Ay0umrRiYYHvh4exmOmWfMmKHVfrQ1dX18vIKCQk5efLkoEGD1HhC9P37U6dOTU9P19LSioyMjIyM7HfvHu7ehaUlhg/H7duwsMDkyXJ9nJ0xbBj++APx8TA3/zJvwpFH9eoICoJYrJiL4cULAHB0BCC1t2rUSO7/n9FHxsbSSKQMly7B1FR2y6oK1YYxE2O1R2UK37yBjc2XHLF0wCks9fH19Q0JCQkODlZHYUVG2rRtO93V9bqJyb59+x49ehQWFtboxg3ExuLdO2Rm4sYN1K3LksWkfn3k5uL2bWmqHo4vSKdOOHAAR46gZ0+58t27oacnTYDEWLSzhng0M5Ozce/XT9lxIyLw+DGyslClCtzdlUpdIxYDYJnNAVJL13Ia2ZFbEqpPx44deTzeqVOnstWIx7h+Pd6/n6arG7B/v6amppub2/jx43X37sX79wgPx9ixSExkt+5hPps/jt3Nt6RHD7i5YcwYnDkjLcnKwrx5OHwYM2bAyAiAVJuwHn0kJsot/aKj5fI4xMSwdHn5Eh4ecHTEwIEYPRpNmqBqVQQGFi+qiQk0NIpyz5APSlNu4BSW+tjY2NSqVSslJaXQYz4AL19i1iz4+sLHB4MGYf9+qW/H6tVYuRIBAfyCB5E1aqByZYhEMm+P/DCFWlpf6i04ACA3F7m5EAoRHIxateDjAysr1K0LMzMsXYpZs2RpB5k0kcwiUYGPH6HgpMXjya6CJCaiRQu8fYszZ5CSgqQkRETA0RFdu+LcuWIEFolQty579sPr12FsjBo1invnMgmnsEpEx44dAQQHB7NXHzwIJyfs3g1bW9Sti7g49O2Lli2Rmir16y7CQbJaNemnUoFXrwBAPi4SR4kgwujR6N4dWVmwsMD587hxAzNnondvbNiAV6/w668yjbN0KUQi/Pmn3BO8vDB4MIjQvbsK4/7vf3j7FsePo1UrqXNi9eo4fhy2top7l6yMGoXwcEVJzp1DcDD8/BQ8FssP39sQrGxz6tQpAIaGhoMGDdq6devbvOCTRPTsGWlrU9u2chGUgoNJQ4OGDy/+0RMnkkBABaPWeHpSpUpUEtvooklIoGvX6No1UoiGKpHQ69csRpVxcRQb+7WE+SZcY6Ke6erS/ftKdWDaT5tGyclERFlZtHUraWpSp07SBgqGowwFDEepZk1yd2d5/ty5BNCrV8WIIZFQt24kENDQoXToEB07RpMmkbY2ubvT589KvUgZhFNY6pOSktKwYcP82j+iaVOysKDu3WnnTho3jjQ0WHL/Dh9OQqE0RmURREWRoSE1aiSLES4W05w5BNDGjV/+ZYjo+XNq04b4fKn1Np9P7dvLNGZaGgE0f75ir7ZtycXlq8jzTWCiZRxp1aqwqGcsMOGztbVJKCQbG9LSIh6PBg2SqQllFJZEIo3KXZA9ewigEycKFeDQIenvj1hMv/9Obm6krU2amlSzJi1cWI61FXEKS22ysrLatGkDwNbWNiQkZO3atT169MioX1/6196zJ7m6Uq1aLD0PHiSAjh0rfowLF8jcnHR0qFUr6tSJbGxIIKAZM5TMi1GQnJyco0ePHjt2LJmZGuQnNpYqVqTKlSkggBIS6MMH2r+frKzI0lKqMcujwnr8+LGdnR2fzz+mzI9DgcRECgykLVvo4EEKDaUbN2RVMTF06ZKiX1dWFl26JPuApadLs5wUJCSEADpwgB4/ZvlZ//038fnk5KQY+/THgFNY6pCdnc0YqVeqVOnFixdydc+e0fbtFBpKpqbUoQNL5+vXCaANG5QaKSWFtm+n8eNp9GhatowuXVJ7MSiRSHr06CEUCgEIBIK6det+mDOHDh6ULuiGDCFtbUXX2cePSSSiESOIyqfCunDhAgA9PT1xwchCyhMQQAC1aqVyR01NlgDf9F9eqM2bCSBTU+rc+Z9Nm65fv56Tk3Py5Mk27u4penq0dKn6ApdlOIWlMrm5ub179wZgamr6+PHjQtuZmbEHxmUU1h9/qDxwnz7E49H58yp3JCKiqVOnAhAKhTVq1BCJRHoiEenoSOeDixeTvr4stUd+OnUiIyPKzS2XCouImORsl0qSDyYpiYRCEgrp0yfVOrq7K4bWYpg4kXg8OnCAydAj4fHMTU0B6OjoMEktNy1Zor60ZRzulFA1iGj06NH79+83MDAoJtZopUrsZjJRUcB/7mkqYWsLIqjlvbho0aIVK1YIhcKjR4+Gh4cnJSVdOnMGM2agTRvo68PCAqmpUktuBZyckJQke5GICBw/LncxripllmLOeZXB0FDs7f3Wze1+EdYtrPTti6dPcfKkXOGHD9izB61bo2dPREfj5cv0v/7q1KWLo6Njenq6qalpgwYNRiqXEbp88r01ZhmDSXKpo6Nz8eLFYpr6+5NQSAUDio4erdSme0EuXyYNjTjWZWaR5CWP2rdvH0u1WEy3bhWagXHNGgLowQPpDEsgkM4m8i4er0zPsM6fPw/AycmpJA9h8gMOHDhQtW6ZmVSvHhkY0ObNFBtLycl08iQ5O5O+Pj15UrA54yTvUpb/t0sOp7BUYO7cuQBEItGJIk5w8njyhEQi6t5dbtcpLIxEIlIvI6FYXLdqVQDPnj1TvtOuXbuY5FFbtmwptNHz5wTQ3LksVTNmSI/Yy+mSUCwWm5iYAIgsQei78PBwAHp6eso+5MUL6Zb8p080eDCJRLLQWp6eVEgupezsbCMjIwAqpWgqZ3AKS1nWrl3LzFMOHjyobJ+tW0kgIGdnmjuXVq+mgQNJKCR3dyqQHVpJ+vfvD2CJ0lsYecmjVq5cWVS7nBzS1WU/Yu/enQwMyvEeFhExO5Jr164tyUMaN26sqakJwNLSskePHmvWrLl161ZuXtDR/Dx/TpUqUbt2smO+1FS6eZOuXCnWoq1nz54A1iuRjby8wikspVi7di2Px+Pz+bt371at5927NGIEublRzZrUujX9/juVIL7o5MmTmZwF1apV8/Pz27Vr16vCzQtPnTrF/An9qkwIyr59SU9P0WosKop0dGjQIKKvc0rIGE+sWEFr19KFC3JJQD58oL/+kmXMzePwYVI38Udh/PXXXwB8fHxK8pD79+/XqVOnQoUK+fdbTExMOnbsuHz58qtXr2ZnZxNRdHT0P126EI9HrVqxRt8umt27dwNo06ZNSUQt03AKSykmTpyoq6vbrFmzQlvkpf/u0YPGjqUDB+RWgkeO0LRpil1evKCJE1l3K1g5ffo0o4AY04Q87OzsGDv78HwZqsPCwnR1dQFMmDBBqae/eEEGBuTqKrMnunaNnJ3JyEiaoPyLK6z//Y90dEhbm2rVoipVCCAnJ3r4MO8FpEGHFahYkQYMUGe4wvn48aOGhoZIJEpJSSnhoyQSyaNHjzZu3NivXz9bW9v8PyYdHR1PT09LS0sAAQMHUmqq2qJqamqWXNQyCqewlGL//v0AvLy82KsjI8nenkQiat2ahg0jLy8SCMjVVTZB8PcnbW3FXhcuEEDBwcoI8O+//+rp6QHw9/fPyMi4dOnS4sWL27VrZyAfv83CwqJbt26TJk1iGg8dOlSivJXprVvk4kIAGRhIg5S7ulJe0PEvq7CYKOmjR8v+bu/cITs7qliRPnwg+qYKi4iaNm0KICAg4Ms+NiYm5uDBg+PGjXNzc+Pz+QCqVq1qbW39UcHtSRU8PT0BHDly5AvKWYbgFJZSJCUlCYVCLZEotaCtTXY2OTuTlRU9fSorvHaNDA3J01N6WzKFde/ePWNjYwCDBg1S2BYRi8WPHj3avHnzgAEDKleunKe5tLS0evXqxb6HUgQSCd27R/v20f79dP8+ffpEL15IDzRzc+nGDemaUSyW7b88e0aPHkn/nZ7OktuxIDk5ZGVFTZoomnHfuUM8njQd/LdVWL/99huAIUUchjx9SoMHU9WqZGxMtrbUuzfdvq3SEAkJCQsXLiz5Md/SpUuZT1FJHlJ24RSWsjwZPjzX3Jz271esYAydDxxQLGcMAhiLxBIorIiICAsLCwDdunUrNh9UZGTkjh07rK2tAbAbMShJSAi5uRGPJz26qlaNNm2S1a5eTYDiDnF0NAG0bl3xD795s1ArChcXqluX6FsrrMePHwMwMzNjV/Hnz5OuLtnb04oVdPAgrVlDLi4kFJKKM7K8Y74idh6L5dGjRwDMzc1V/hqVCzjDUWWp6eTEj49nsds8exYA2rdXLPf1ldWqS1RUlI+PT1xcXOvWrf/++2+N4mJR2tvbDx48ePz48QDUT9F68CA6dICREUJC8OIFwsLg6YlRo/Cl7BUjIwGgalWWKjs7WVR7ADt3YupUuYs1RliJqVq1qqGhIZO9rXfv3gF//okHD6SRyzIz0a8f7Oxw5w6mTEGPHhg/HjdvokEDDB0qDfeuHEKh0MfHB8CJEyfUFtXZ2dnOzi4+Pv4WazCsPO7dw44d2LABR44oChkWhvPnFdu/eoUjR5CRobZg3wYuRLLS+Ppi0iScPQsiuXhsUVGoUEEa1y0/trYQCKR27QCystCqlVyD/OF02YiNjfXy8oqKivLw8Dhy5Igmazxcdkl9r2zePPjjR+TmqhwX6fNnjBoFT0+cPCmNrlmtGjw8oKOD5cvRrx9cXFR7YEGysgAoZk9gMDSU+5t58QLJyXINWCP/pqcjIAA3b+LzZ5ibo00beHkpL05OTk7Pnj2Tk5P19fU/fvx44MABr7dv4ecHIyN4eKBHD8TGYuNGuWiiWlpYvhweHti3D/7+yo/l6+t76NChoKCgMWPGKN9Lgfbt269fvz4oKKhBgwYs1bGx6N0bly/D3Bz6+nj7Fnw+5syRfW/mzkVqKm7elOsVEoKxY/H6NfJtLJRCuBmW0jg44OhRbNqELVuwbRuuXEFuLgAQQUMDGRn45x9pdD0GPh98PmJjceWK9LZePbmrenUA+PABAwfizz/x9Gn+0RISEnx8fF6+fNmgQYOQkBDmyE9JHB0dj/J4XsHBuH5d5dcMDsanT/jlF8XI4rNmQSLB3r0qP7AgzNk/a8jgt2/lEjcsWoSzZ+UuExPFLvfvw9ERfn6IiEBaGk6eRMuW8PVFWpoyskgkkoEDBwYFBZmaml67du3Jkydbtmxp7uGBKlWQlISbN/HwIQC57F4M7u4QCFT9H+7QoYNAIDh37lyacuKxwjjeb9++/dixYx8UgjVnZqJ1a0REIDQUcXF4/hwfPmDECMyciVWr1B6xFPG916Rlh6NHycKC+HyytSVLSwKoenW6cYOGDCEejyIjFfdlmD0dS0tq3ryoPaxJk/KsnO+1b9+lS5dVq1adP3/ezc0NQK1atdQ8UZo4kSXrujLkmbYXxNiY2rYl+m8PKyiI/v1Xdh0/ruweVnQ08XgssuXkkLm5NMSFkntYyclkY0PVq8tFOjx4kDQ0pOZjRSKRSPz8/AAYGBjcvHmTRc6LF6XmvqwbRlZW1Lp1saMo0KRJEwDqBLT5j7lz52pqajL7Azweb3XPnuTnR7t30+vXtHEjeyytNm3I0FB6JuvlRfXrKzbYsIEAev1abam+DdwMSzkuX8ZPP6FePbx+jTdvEBuLe/cgEsHHBzVqgAh37ih2YSZWBZeKCtSqhfXr0asXKlU6+fHjsWPHJk2a5OXldffuXQcHh9DQUJOCcwpl6NQJHh7qBPZmlmCsWWEqVZJbxvr6onFj2dWpk7JDWFvD2xt//on37+XKN21CfDyGDFFB2p07ER2NbdvkdsR69MDo0dizhz3GdD6mTZu2ZcsWHR2dwMDA+vXrs8jZrBlEIojF0mWsAmlp7HlriqSEKXjXrVu3cOFCsVjctWvXli1b6ujoOD9/ji1bMHAgevdGYCDMzdG2rWK3QYOQnAxV3bNLH9welnJMnw4rKwQESHMoAXB1RWAgHB3x9ClMTbFsmVz7xETMmwc7O5a85wqYm2PwYGYfpNfLlxUvX758+fLhw4eTkpImT55soXbuEycnNG2KtWsxcyb09VG/PsaNA+uWhwLMCyYmolIlxaqEBDlFFh4ul5olNlaasV0Z1q9Hkybw9MS8eXBzQ2oqDh/GqlX46SfVwqKfOQNjY3h6KpZ36YL163HuXBHqb/78+StWrBCJRAEBAc2aNSt0iCpVQIToaOkSPo+kJCQns2cGLBJfX9+ZM2cGBwcTEY81OUXh7N69e+LEiTweb+PGjSNGjAAgFotx5w4uX8alS3B3x65dqFqVJeeFvT3w33EHgNhYzJsn16DoLfzSw/ee4pUFPnwgHo8mTWKpatOGzM0pJIS0tAigTp1o3z769VeytSUjI7p2jdzdi1kSspk1MGZBgwcPVlPgiAiqVIlMTGjaNNqyhZYvp9q1SSCgbduK7/vnnwTQ5cuK5SkpxOPR2LFEJTZrYIiMpK5dpf9vAFlZ0eLFMveAq1dJJKKgIMVelStTfhOk2rWpTh2Wh794QQDNm1fY4Cp4hjLxy377TbGcsX0tKKESVKlSBcCN/EFKleDIkSPFe4ZaWxOr4w6zZcGE/fPyIl1datRI7qpatUwsCTmFpQRXrxJAv//OUjV2LAH06ROdPUuA1NfE1JTc3WniRFqwgKysqHlzWrWKClrJ371LjRuzesY9efIERZgFFUvDhmRhIXWpYcjOpg4dSFOTnj8vpm9MDAmFNGyYYvn69QRIA59/EYXFkJlJb97Qixe0fTsp4/OogLMzex4HJoD67Nm0aRNduqTgtbdjxw4ej8fj8bZu3arUKG3akL4+5Q/yd+cOmZuTuzv73lZxjB07FsC8wvVpQfIcsxYtWlRUu9q12R0Pzp+XRjGlsr2HxSksJWCU0d69LFWzZxNAMTH05g0BVLkyubvLXbq61Ly5GmPa29sD+Pfff1XuyZhl5s/OwvDiBftWd0GmTiUej5YulYZAyc2lAwdIV5fatJHapn9BhcWQkEACAWlqquxh17IlWVqylDPfmN9+k+bU0NQ8O3TozJkzT5w4sWfPHoFAAGDVqlXKjhIfT40bE59Pnp7Uvz95eZGGBtWqJfdJUAXGRM7R0fF9e1uL7AAAIABJREFUwXBpbFy5coU5Jh4/fnwxTQcNIh0dSktTLGfyYjAHC5zCKufcuUMArVjBUsUcEaanSxVWQettZkmoOozx56xZs1TuuW4dAewhDSwtqUWLovoyMxGxmCZPJg0N0tcnZ2eqUIEA6taN8lJXfHGFRURNmiibmyM/M2cSj8fyZ7ZqFQF08iT5+1Pt2sTnj/jPfIwJd7FU1Zjoubn0zz80fjz17Us//0z790t9HtXi0qVLurq6eYE3BgwYsHnz5kePHrE6fl6/fp1pOWTIkOI9Q8+cIYAUAhClppK9Pbm4SL83nMIq52RkkKYm+zG5mxsxwSq/tMIKDQ0F4OrqqnJPJhWYQo4phkaNyNGx0I47d1K1apSXU+PtW9qzh1asoG3b5NwkiejVKwoKUoyTk5FBQUFq/8a/Xrv2l+bNF7BuFBbB8+ekqUk9esgtzWJiyNKSGjWSlXz6dCo4ePr06XXq1NHU1LSxsVFPSClHj1KFCuTnp17v7Lt3a1pZAahSpYqe/CFypUqVevXqtX79+vv37zO7AQ8fPmRC1vTr10/Z/YFBg4jPp8mT6e5devWKAgOpbl3S1qYrV6QNOIVV/unfn3R0FDeATp8mgJYtI/ryCis7O9vQ0BBq+J0tWECAYv4bBldXKkQDXjhyRGJoSIBSG/NfgQcPHgCwtLRUIbwEw8aNxOORpydt2UJHjtCSJWRpSRYWrHF7MjMz9fX1eTxeNKtCV5J796QWdmrkW3vyhMzM0pycJg4eLBaLc3Jybty4sWrVqq5du5qZmeVXXkZGRi1btmSc3rt06VKsG6kMsZiWLqWKFWX5JZs1k8tCxims8g/z0baxoT176NUrioigNWtIX5/q1ZMuo760wiKin376CcAGJROC5bFjBwF07hxLlZERdexYsDgoKEgoFA5xds4ueBb2DWF8tidNmnTr1q3i/z5v3KCwMOm/z5+njh3J3Jy0tKhaNRo7liXy33906dIFwGZm+1k9JBKysYmxsIjLi72jPMeOkUhEHTpQdnbByhcvXuzatcvPzy8vuYmNjU3t2rUzVA/1RxIJRUXRkycsybolEnZVWxa8qTmFpTSvX1O3brLw27q6NGqU7LfhKyisnTt3AmjPmiusaDn5fBYjjEuXCttjcnV15fP5U6dOLeqxYjG9fUtv3ijmByWirCyWbIk5OSwtC+f+/ft6enpW/yUT0tXV9fDwmDZtWmhoaHqBjKGShw+pQgXS1SXVVcbWrVsBdGRT3Mqz+JdfeDzeggULCm1x4wb16kWVK5OxMTk40IgRsul5WJgyOVDfvn3LWFp1UD3tSDmGU1gqkpZGT55QRATLX2N2Nss3SixWKkQUG/Hx8QKBQFNTM1XVs7MBA0hTk06elJXExJCTE1lZUcGcz0TMuuP69evsT/v0icaMISMjqabW1qZeveQOyHR0pPZZ+Rk4kCwslJT32bNnFStWBNCwYcPBgwdXlzfRFIlETZo0mTZtWmBgYGJi4vPnz+u6uDxwcKBOnVjnKUUTFxfH5/O1tbU/lyClO5MWzM3Njb16/37S0CBXV1qzhg4coMWLydaWDAxku0jKERsby+PxSihqOYNTWKWaxo0bQw2/s6Qk8vIiHo+aNyc/P+renfT1ycKCCrrLERGRv78/gLmsWXPS06luXdLXpxUr6P59evKEtmyhihWpUiXZsqtkCisqKooJPejj45P530b+u3fvDh06NG7cuLp16wryBZzg8/lMSKleXbuqHR3f3d0dQJBaNp8MMTExIpHI0NDQzs5u8ODBIXv3Ul4qo3fvSE+PfHzkPmkJCeTgQFWrqqphV/Xo8aBZs4z8354fG05hlWoYVVKpUqVJkyYxrvlFtX70iHr0kJoySSR07BiNGkWdO1P//rR+PevciuHkyZMA6tWrx1K3cCHxeIo7Yk+fkrY29esnvS2BwoqLi2NyLzdp0iStoPUQERGlpqaGhobOmzfP29tbS0urYsWKpqamhTVWhgULFgAYNWqUet1TUlKYuC5aWlqMGp3dogUBVLEi9elDv/1GAN2/r9ht714CKDBQtcHmz5fGkuYgIk5hlWbCw8NNTU0VwmDlN9vJ3zj2xYtca2sCaPp0VQcq6uzMwYEaN2bpw6w6mb0YdRXWhw8fnJ2dAdSpU+eTcnnek5OTdXV1eTze28K31Yvlzp07zGdA5RNJovT09BYtWgCws7OLioq6ffv2mjVr7owdSxYWBJC7O3XvTlpaLLvaTPJHJgC08jA5bm1s1DmRLI9wCqu08vr1wNatmYXSuXPnli1b5uvrayjvSp2XAu/EiRNVq1bt3aRJduvWaiSPIqKuXbuynJ2lpRGPR8OHs3RYsYIAaVxzHR3q0YOuX5e72rcvWmElJyczARJcXFwSEhKUF7Vz584AtinpVcOGRCJhTiTvqrhnn52d3aFDBwBWVlYs2UzDw+naNWrWjOzsWDpnZRGPp7L1lkRCfn60Zw+9e1cSU9VyA6ewSiWxsWRvn6GlNWfgwPwbrjk5Obdu3VqzZk2PHj1M8we6AwA0atQoTa3kUUS0bds2lrOzt28JoDlzWDowC5wzZ4iIdHRkiYvzXxYW9O4dsW0Yp6enN2/enJmnxBaXPVSB63v3XnR1FXftqlIvBUaOHAlg4cKFyncRi8VMylVTU9PHjx8X2s7bmypWZCn/9IkA+vln1QSNi6MRI8jYWPpfamZG48fLzqY/fiQ+n5YvV+zVqhU1bKjaQGUETmF9ZV6+pD//pMWLafVqCguTm9g/f07bt5PCUkgspu3bacAAAqh+/SI2npgUeH/88Ue//7d33nFN3d0f/9wsAgSCTGUqKgJucaACiqMOUKxVkYcqrtoHt9bWam19Wm2d1Vqrjz+trbi1LVhHrVLXg4MqilbFAYJSQGXI3iTn98eNIQlhJKAUve9X/iDnu87NJSff+/2e7znBwWyyr7Nnz+qtpva9M/Y7VvVxj14cAGKPOhoZ0bRplJWl9ho/nmxsaNIkEgrJ05MWLrz2229sMMLS0tLhw4cDsLe31yfreloaMQwZGWk1hXXk6NGj7KZkHevL5XLWyUAqlcbExNRUddo04vG0bAiw7qZff62DlllZ1KYNmZvT+vV09SpFR9Py5WRsTF26KK49M7PSdVmV/v21uIa+FnAG66VRUUFz5hCfT+bm5OGhCN/Ro0elQ0BYGAGVqUNZCgsVk5pPPqE6PyiFhoYC+E/VpIG6wC4ka+6d2djQsGFaas+ZQwxDz58T1biG9c47JBCw/tatmzVjGKZDhw6urq4ArK2tVTO/6kb37gTQyZN6NicqLCwUiURCoTAoKEgjB61WFi5cCMDIyOh/qjEbtHLwIAFUNWoNu3yucbtrJjSURCK6fl1NeOoUMYxi2ssZLI4GY/FiYhhas6bSqfL8ebK2Jnd3xTJTDQZLl8AjRHT8+HE+nz999Oj66Kt972zaNBKLKTlZTVhQQLa2lQ6xNS+65+XRyZMFX37Zr18/Q0NDdrXb2Nj4mo55/dSIiqLjx+nnn2nnTjp1So+p1ocffghA9SiftbW1v7//qlWroqKiStWd7D799FPWHey3qqGHq6LMU6l6NuiPP8jYmHR6jK2oIFNTGjNGS5G3Nzk6EnEGi6OhSE8nsZgmTtSUR0QQQOyCccMZrNKiokx7e2IYzQgKuqB97ywpiUxNqVs3unePMjPpww/J2Zn4fAKoa1fas4fk8rrvEpaWlp45c0YsFjMMk8rmZNWD9HQaPlwRfczKing8kkpJlwNMjzduFAsEIpFo06ZN33777bhx49gM8kpMTEyGDBmyfPny8+fPr127FnUM9ackPp5cXEgkokGDKCSE+vYlhiEfH8WEtI7cu0fQlmqbiGbNIoAyMxUGa/58unVL7dWjB2ewOHThwAEC6MQJTblMRiYmxE6FGs5gEREFBBBA27frqbDK3plmOoboaGrdmhiGhELi84lhSCqluXNp1CgCaMYMXd0aRowYAaCuwfM0KC2lbt2oWTMKD1ccIXjyhCZOrIxOVysbNxKQ5umpYYDYHLSTJ09u27atqvEyNjbm8Xi7d+/WWc89e2jGDAoMpLlz6ehRnf0SoqOrvaErVxJADx4oDJbW12tqsLiY7i+H6nKF8nho2VItV+jq1Yq0VywVFXqO6O+PU6fw7JmezQGGYWxsbEpKSry8vPr06ePt7b3Ux0fYqxd69cLduxgwAFev4oMP0KcPBg5UhH7/5BN89RU+/xyjR2t2N38+3n23Gk39jx49evz48alTp+qs5a5duH4dhw/D3x8XLuD2bZSXY+RIxMfjk08wcSJYZ85jx2Bhgd691drevInoaCxeDIZpMX362LFjVQvbtGnDpqEF8PTp06ioqAsXLhw/fvzvv//28PB4t5prqRaRCMHBCA7W+QKVGBoCQHa2liJWqEwvsGQJQkPVKowbpz2B42tAY1vM1xQ2KJVW58a+fcnFhejFDMvLi4YOrXy99ZaeM6z8fPr5Z5o3j4KCaMYM2rmzLidsVVmxYgUAAwMDNjOCBxufRCCgnj3p6FHi8Wj+fM02JSVkbk4jR+o0UGpqKsMwxsbG+gQh8PMjKyuKjSVXVwKoZUtydyehkAwNKyM4E5GjI40bp9l2wQLi8ejMGdqypY6jpaSkMAwjkUhK9D0GpD/5+cTna/dxHz2aTE1JJnsD17C4NF8vh5pzhapGPvrvf3HiROUrIkKf4Z4/x9ChGDsWV69CIEB8PN5/H+7uuHOnjh1s3rx56dKlfD5/586d6enphw8f/nzWLPTqBQBXruDvvyGXw8NDs5mBATp3xpUrOilra2vbtWvXwsLCc+fO6dQQAO7fh4MD3noLDIO//kJSEu7cwdOn8PYGgAMHau/B11dzPlI9dnZ2nTt3FgoEDy5d0lnVeiKRwNcXERGaGWHT03HqFPz8wHsTv7xv4jW/Ctjv9s2bmvKMDKSkoGoKvHoyeTJu3MDp07hwAbt24dQp/PUX5HKMHImiolpb79q1a86cOWzyqPHjx1taWgYEBPh98gmio5GTgz/+UDx92NtraezoiIwMEOmkL7uMxcY80I2iImRn4/lzRESgY0eF0NwcGzcCwK+/6qpJrfw6fnx6QUFH/X5I6skXXyAjA+PHQ5neOSUF77wDmQyffdYI+vwD4AzWy6FPH7Rrh3XrNH8ely8HESZNasixbt3CkSP4+GP4+lYKXVyweTMSE2uddEREREydOlUul69Zs4b1jVTD2BgDByrShWrNrp6XB7FYSyK8GmEPuBw5ckSnVgBgZoa0NHTvrpkjls3JmpmJe/d07rNGHPv3F1RUQA9V60/v3jh0CNHRsLNDly7o1AktWyIxUZEQ842EW3R/OfB4+P57DBmCvn2xZAlcXZGVhR9/xJ49WLIEXbo05Fh//AEAfn6a8qFDIRTi9GlMmVJd08jIyKCgoIqKii+++IL1jdQOu3uQnKyl6NEjLXsLtdG9e3c7O7vk5ORbt251VE6U6kLnzoiL0zLi7duKP+Lj4eYGALduYfFitToXLuiqJwD06AEbGxAhPR3W1vr0UB9Gj8agQYiMxL174PPh7o7BgxXr8QBMTHDgADp31my1bJn+uzf/cBp7Ee215vp1Gjq0Mkipuzv98ENl6b59JJFohh4vKiKJRDPrSc3Mn08AZWVpKXJ2Jm/v6trpkDyqtJSsrGjwYE15QoIi34HuTJs2DcBXOl0pvXBk69tXTVhcTK6u5OBAAB08SETk6EhWVuTjo/aytyceTw9VKTaWNm2imTPp3/+m1avp/n210pUrtQSN+fVXLblXOeoNZ7BePiUllJKic8a9ujNnDgHaTx26ulLv3hQeTj//TOop8GJjY9lIeHVKHkVEX3+t2JBSRlV99ox69SKpVHuGntqIiIgA0KdPH51bCgTEMLR8OT18SFlZdP489e1LIhEtXFh5HruGXUJd2b+fjI3JzIz8/CgggGxtic9X8+c0NaX339dsNWUKWVjoPBZHbXAGq+nz5ZcEkHp4LCJS+KCPHk0eHuwU74m//9SpU8PCwk6cOMEmjxozZkxFHSM4y2Q0dy4xDLVuTaNH07BhJJGQpSXpe+K6oKBALBbzeLzz58/XyWKmpio8xb29ycyMTEwqnSS7dqXz52nOHOLxFAcwG8pgxcSQUEgjR1b+HpSV0dy5BFBYmELCGaxXCLeG1fRh3SOjo9G+vZr85k0UFaF3b3h4wNwcly//lZ+/49ixHTt2CASCioqKgICA/fv3qwYgrgkeD998gylT8OuvePQILVrg7bfRrx/U46/XncLCQolEYmho2K9fPxMTk169evXt29fLy8vb21sjZiEAZGRg0CCIRDh1CpMmYepU7NwJDw8UFcHODnZ2+PtvhIVh5Eg1L9z6s3IljI2xezdMTRUSoRDr1+PsWSxfjokTG3IsjrrQ2BaTo97IZNS+PbVsSenplcLSUho4kExN6dkzhaS8/G5MzPr16wMCAtjjJvUJ2kmPH5OjIzk769k8K+uj4cMB2NraOjg4qP5DGhkZ+fr6fvbZZ5GRkWz2jZycnK3jxpFYTJ06UVYWyWQ0eDAZGNCyZRQbS3fvUlgYOTmRtTUpczg2yAxLLieplEaN0lLEOgazw3EzrFcIZ7BeC2JjycKC7O1pxQo6eJC++YY6dyahkH76SWv1YcOGAQhTPtTogUymSNVZ9VG0VvLyqGdPuZnZMj8/Nkr948ePd+/e/f7777u7uzMqHhICgaBHjx6tWrUCsNrPr3IZrriYFi8mKyvFI6GBAY0eXZmzmohataLx4zXHXbiQhEId9MzKIoC07kjs2EGA4nHY1JRatqRRo9ReTk6cwXoZcAbrdSE5mWbMIBcXataMHB1p/HiqPn7L5s2bAYwdO7ZeI06enC2V3tM1zysRJSaSkxM5O5O2gA25ubmRkZGLFi3q27cv+2zYqlUrMzMzLRmwZTJKSaGkJL3T59RCejoBpDVdIxtwlT0JZGpKbm40fbraq107zmC9DDiD9SaSnJzMMIypqWmpLrlONTh35IhQKPTy8qphGJoxg1q3JmNjsram4cMrUyUmJ1NVA1SFgoKCffv2AainqnpSXk4iEQUFaSli4yWwkTa4R8JXCOfp/ibi4ODQsWPHvLy8qKgovTvx8PXl8XiXL19OT0/XUnznDjw8EBGBqVPx449YsQIFBRg6FOvWsRqgZctahzA2Ng4KCurQoUNeXt4F/dw+64NAAA8PXL2q5bjPn3/CzOyNdTdvRDiD9Ybi7+8P4NixY3r3YGRk1Lx5c3Nz8zZt2vj7+29Ytw4XL6KsTFEcEgKhENeuYfFijB2L997DuXP417/w8ce4dUungdiDh/VRVX/+/W8kJGDrVjXhuXM4cgTvvQcBt8n+ymnsKR5H43Dp0iUAzvpu88nlcjbxDOsrD6Bvx46KRPY+PhQeTgB9841ms7Q04vO1L2NXz8WLFwG01po762Ujl9O4ccTjUUgIHThAERG0YAEZGlKPHqTM5Mo9Er5CuJ+IN5RevXrZ2NgkJibevXvXjT18pwsff/zx//3f/xkaGh4/frx169ZRUVGG9++DCHFxuHgRI0cC0BKOpkULODrizz91GsvT09Pa2vrhw4f3799vp3Hm+WXDMNi3DwMG4Icf8PPPkMng7IwlS7BgQWX8PHd32NlpNrSzg+6fKkftNLbF5Gg0QkJCAKypmtWuNth0FUKhUDPFDhFlZdGZM/T55wTQo0daGleXZ7RGJk6cCGDt2rW6NuR4zeDWsN5c9FvG+u6775YtW8bn83fv3u1XNUSEuTl8fSESAUBhoZb2BQWKKMa6q6pP/CyO1wvOYL25DB061MDA4OLFi1lZWXVsEhYWNnfuXIZhtm7dGhgYWG09NvzL48eaciI8elSX/UENhgwZIhKJoqKi6q4qx2sJZ7DeXCQSiaurKxENGzbsq6++ioqKKikpqaF+eHj4tGnT5HL52rVr2eAw1dK/P0QihIdrys+fx/PnGDJEV1VNTU29vb1lMtmpU6dqqZqUhGvX8OiRprygAFXdLyoq8OwZSkt11Yej0WjsZ1KORiM8PJzP50ulUuU/g0Ag8PDwmDNnzqFDh7LUA2ydPHmS9TtfsWJFnXqfNYv4fNq7t1KSmEht25KTE+Xl6aHthg0bAAQHB1dbY+tWsrOrDOHg4KCWI4sNPqMBm0rr55/10IejUeAM1htKeWRkXycnAAsWLDhw4MCsWbM6derEU8lrwOfzu3TpwhqvI0eOsO4L8+bNq+sAxcU0ZgwB1LEjBQbS4MEkFpOTE928qZ/CDx8+BCCRSO7evauleMUKAmjSJLp2jTIz6epVCg4mgFauVFTgDNZrAWew3kguXCBj43IHh2+WLFEV5+fnR0ZGLlu2bNCgQWKVpXHWWoWGhtYpcJUqUVG0eDFNnEizZtGuXbpmHtOgRYsWrCa2trb/nT2bNm2imzdJJqPHj0kgoJAQzQaBgSQUKuILcgbrtYAzWE2c69dp82ZatYq+/57i49WKLl2iqtnVU1MpLIw6dSKApk6tIR1xUVHR+fPnly9f7uvrKxaLjYyMGuE0nzq3b98eMWKElZUVgFP9+yse/Sws1E72qRITQwBt2EDEGazXBM5xtMmSlYWgIERGwtYWzZsjMRG5uZg8GVu2KJLcbN+OI0egnt8YN24gJAS//IKrV7FiRQ3ZbgwNDX18fHx8fJYuXerm5nbv3r3o6GgfH5+XfFU10b59+yNHjhDRvXv3LGNi4OCAqChYWODuXfB4WkIJursr0hcq0Vizv3//pSvN0aBwBqtpIpdj9GjcuIGjR+HvDwAyGbZswfz54POxbVstzc3NsXJl3Ufz9/d//PhxQlRU4xosFoZh3Nzc4OaGCRMAoKAAEybA3Fzh/KWKoSGkUuTmVkp036Dk+EfBuTU0TU6cwP/+h/XrFdYKAJ+P2bMxYwZ27MDDhw072uJRozIZZsrevQ3bbcMgkUAiQXa2lsRWpaXIy4OJSaVEJlN7Xb78KjXlqD+cwWqaHD8OhsH48ZryCRMgl+O33xp2NHNPTyNDQ9y9i4SEhu25YXBzg0yGpCRNeUIC5HK4u1dKeDy1l475XzkaHe6RsGkSHw8bG7yIlFCJszOAyhlWURE00qNW/VbXBT4fQ4bg5EkkJKBNG316eKmMGoWlS/H991i9Wk2+Ywd4PLz9diOpxdHwcAaraVJWpvako8TUFAyD4mLF24oK3LypVkHvoy2rV2PwYBw/joMHYWWFt97CoEGVpXv34tkzLFig1uTmTRw8iDlz0Ly5noPWEXd3TJuGr7+GjQ1CQ2FoiKIibNqEjRsRGoq2bV/u6ByvEM5gNU3MzXHtmhZ5SgqIYGmpeGtqishItQq//aYlqX2t/PUX/P2RkQEfHzRrhjNnsHYthgzBTz8p7OYvv+DWLU2DdecOVq5EYOBLN1gANm+GoSEWLcKSJbC2xrNnIMK8eZpzLo4mDmewmiYeHjh8WMsD2o0bitIGJD8fI0bA0BBxcYpTzQAiIhAYiNBQ7NnTkGPpjVCIjRuxZAkuXUJGBqyt0acPrK0rK8yYgYAAzVbu7vjf/9QWuTj+2XCL7k2T4GAIhfjiCzVhWRlWr0bz5hg+vCHHCgtDcjK2b6+0VgDefhuzZmH/fiQmNuRY9cTGBm+/jenTMWqUmrUC0KoVvLw065uYwNu7gXOvcrxMOIPVNGnVCl99hd27MXYs/vgDcXE4ehQDBuD6dWzbpkfAqZr44w+YmqKqB1ZAAORynDnTkGNxcNQI90jYZFm4EA4O+PJLDB4MAHw++vTB6dPw9lZUEIlgaKjZis+HWIw6pqdnSU6Gk5MWORvWKjlZ8TYtTXN1LC1Nh1E4OOoAZ7CaMoGBCAxEXh6eP4e1dWWUcRaNXC8sQ4ZU7iHWEZkMQqEWOTuPU7prCoUKpwolVT05OTjqB2ewmj6mpjA1fYn929ho+kawsAFFlTuAVlbYtEmtwr59mmf3ODjqB7eGxVEbnp7IyNCyuM6ea+nd+9VrxPHGwhmsV0FOTk5RUVFja6EvU6bAwAALF0ImqxSmpZWuXp3ZrZu8YV0oODhqhHskfBW0bds2MDDwu+++aywFrly5kpeXx/4tkUhcXFzMzc3r2LbM1vby7NnJ69YJ3dw6/etf7h064P59bN78S2Fh8PXrj1NSHB0dX5riHBxqcAbrH813333n5eXVpUuXevYze/bsK1euKN/y+fwRI0Zs2bKlRYsWNTcMDw+fOXPm06dPrczMSpKS8j//vC+fv8fevuU778DVFbNmKeo5O0Mu12xsbo6uXTW3Ajg46gH3SPiPZu3atXfu3GmQrnx9fdmYjRkZGT/++OPFixe9vb1zVWNFVeHMmTNjx451cXF58OBBenZ2bllZVFRUrpvbiUWLsGkTmjWrrLpuHQ4f1mw/dCiuX+eO8nE0INwM69VRVFT0119/CQSC9u3bG6p7SCUmJiYkJBgbG3fv3p1NTpOZmZmbm/vkyZP09PTExEShUOjg4ACgrKwsLi4uIyPD1tbWzc1NNW1EHbG0tJwwYYKLi0vv3r3Xrl27YsWK6mouXrzY0tLyyJEjbGYdhmG8vLxiY2MFAs1/m+TkZENDQzZ4MYD8/PyMjAxHR0dlzfT0dPbau3fvLpFIlA0TEhISExONjIw8PDyUn0lSUlKLFi1KS0tjYmLMzc3bt28vEonYa09JSbGysjJROfidnJxsbGwsl8sBWFhY/PnnnzKZrHfv3nw+v6SkJC4uLisry97e3tXVlWEYAHl5eXl5efb29llZWbGxsWZmZl26dFG9orKysmvXruXn5zs4OLipp5tPT0+Pi4sTCoWdOnVS1SEpKSk+Pl719nG8LBo1QPObgqWlpaenp6Wlpbm5uUAgaNasGRvql4iKiorYjKRskaOj471794goNDRU9TY5OzsT0cmTJy0sLAwMDGxsbHg8XteuXZ8+fVpyVN/lAAAKKElEQVQXBXr27KmcYakK27VrV12TZ8+eAQgNDa2uwt69ewE8fvyYiJycnCZNmqQs2r59O4Dk5GQiksvlCxYs4PP5RkZGBgYGUqk0PDyciPLy8gICAgCYmZkJBAJLS8ujR4+yzQUCQUhIiFQqtbCw4PP5NjY258+fJ6KSkhIzM7OZM2cqB3ry5Ambg3ry5MmDBg3y9vYGIBaLy8vLw8PDzczMxGKxjY0NwzCenp7Z2dlEtGXLFktLy1WrVhkZGVlbW7NFxcXFbIfnzp2ztbXl8XjNmjUDMGDAgMzMTLZoy5YtBgYGQqGQYRixWJyWlkZExcXF48ePV94+BweHuLi4utwRDv3gDNarwNLS0sDAgP2i5uTk9O/fXyKRPHv2jIg++OADoVB44sQJIkpNTXV0dAwICGBb3b9/H8CePXuU/WRkZJw8ebKiooItlUgkdcy7pdVgTZgwgWGY8vJyrU0uXLgAYN26ddX1WUeDxf69evXqioqK4uLipUuX/vrrr0Q0ffp0sVjMXnhubu7w4cONjIzY3gQCgUQiOX36NBGlp6d7eHhYWVkVFBQQ0dSpU62srJQ6b9y4USwW5+bmTp48GcBHH32UkZHx6NEjIkpJSTl79qxMJiOiGzduiESizz77jIi2bNkCwM/Pj7U4bGbWbdu2EVFWVlazZs28vLwyMjLYT0AqlY4ZM4aIiouLRSLRpEmTysrKiouLz549yyrw4YcfCgSC48ePE1FaWpqTk5O/v39d7giHfnAG61VgaWkZFBSkfPvnn38C2Lt3LxHZ2tqqFn3yySc8Ho/NT1PVYGnQr1+/AQMGqEpycnLeVmfRokVUjcGaN28egNzc3G3btmm0unbtWmRkJIAffvhBo9WhQ4d27NhBdTZYvr6+nTp10uhELpebmJhMnTpVKUlKSgKwYcMGIhIIBKrTqGPHjgE4deoUEZ0+fRrAyZMn2aI+ffqMGzeOiCZPnmxra1vdB0VEXbp0GTVqFL0wWCkpKcoiiUQyf/585RVduXJFWbRo0SIej1dQUJCbm8vj8SZNmqSci7HY29uzCrB8+umnDMNo1OFoQLhF91eEqhtB+/btATx8+LCwsPDJkyf79+9nXvDll1/K5fLU1FStnRDRrl273nrrLVdXV3Nz80uXLhUUFKhW4PF4luqYmZlVp1JqaqpIJJJIJBKJRKOVUChk163SqpwH/PHHHzdu3Fj3C09ISOjcubOG8NmzZ/n5+Z06dVJKWrZsaWZm9uDBA/atqtodOnQAwCZS7d+/v52d3f79+wH8/fffly9fDgoKYqtprKzJZLLt27cPHDiQ9eG4fft2YWGhspSvcppSLBaXlZUBiI+PZximY8eOyqKuXbvK5fKEhARTU9O5c+fu3LnTycnpgw8+ePToEYDi4uLU1NRDhw4pb9/y5cuJKCUlpe6fD4dOcIvujUB+fj4AgUDA5/MZhpk7d+7s2bNVK9jZ2WltuHTp0nXr1i1evHjRokVmZmZz5sypUD+vZ2Jisq3WlDkvuHHjRteuXXk8XlBQkPJrr6SgoIDP59d/j5LP58tUPU4BvDAuGnKZTCbUdmiR9SBjm/B4vMDAwO+//37Lli2HDh0yMTEZOnSo1nHnzZu3Y8eOpUuX9u7d29TUdMqUKbWqKhAIiEj1Iy0vLwfALvmvX7/+3Xff3bNnT1hYWFhY2LVr15o3b87j8WbOnDl37lzVfuzt7Wsdi0M/OIPVCLDrJj169BCLxU5OTvHx8c4ax4YBvJgFqH6rd+7cGRIS8p///Id9K5VKs/QNeRwWFhYfH1+DdZNIJH5+focPH37w4IFL1ZR/6hgaGharnKkuKSlR/u3q6nrlyhWZTKY6qbG0tGR39JSS27dv5+fnt2vXrmrnyo+LfRscHLx+/frff//94MGDY8aMEWuLpSOXy8PCwkJDQ5csWaK8nJovgVUVQExMTP/+/VlJdHS0UChs9SIQWLdu3bp16xYcHNy9e/fIyMhp06a1bNmyutvH8VJo5EfS15e0tLSPPvro8uXLRGRpaTl27NjU1NSCgoLDhw9bW1t7enqy68GrVq1iGGbDhg3Z2dnZ2dm///774cOH2R5KSkrEYnFgYODTp0/ZrUMXFxcfH5/CwsK8vLxNmzaJRKKePXsSUWxs7EcffZSYmFidMj179uzevXtMTExMTMyJEydmz54tEAj8/PxYHarj/v37UqnUzs5u586djx49SklJOXPmjLu7O7smpbqGNXbsWBsbmwcPHpSWlkZERLD+DewaVkREBIAZM2akpaUVFBScPn36+vXrRLR48WKBQLBt27a8vLy4uLhevXpZWFiwq90CgWDKlClPnz7Ny8vbt2+fVCr18/NTVczV1dXT05NhGHZhi4gmT57s6OioWqd58+bDhg0rKSnJyclZtWqVQCAYPHgwvVjDevLkibKmpaUlu2RWWFhob2/foUOH69ev5+fn79u3z9DQcPr06URUVFS0atWq27dvZ2Zmrlu3DgC7J7BmzRoAX3/9tfL2RURE1OG/g0NPOIP1soiNjQWwefNmInr//fdtbGzYXwg+n//OO++kp6ez1SoqKj7++GPlNMHa2nrt2rXKTrZu3coWubi4ENGxY8ekUqlQKOTz+YMHD37vvfdYg7Vnzx4A586dq06Znj17qv5Kubm5rVmzpqysrNaruHXr1sCBA1W9vXr06LFz505SN1h3795t3bo1W6F9+/aqi+5EtHnzZssXYeatrKx27dpFRKWlpbNmzRK9yH7q5uYWHR3N1lddjRIKhSEhIbm5uapaffHFF+xnpdwurGqwDh48aGxsLBKJeDxeQEDAu+++W6vBYq+3W7du7NACgWDSpEmFhYXs3WT94FiVFi5cyNaXyWRLlixRepBZWVmtWrWq1k+VQ28YIqrXDI2jGmQyWX5+vpGREfudJKLU1NTc3FwHBwfTKtFgioqKkpKSzMzMmjdvzlePrldcXJyenm5nZ8d+jdn5iIWFRdu2bUtLS8vKykxMTMrLywsLC01MTPjVRObLz89XLs2YmJhU9fysmezs7JSUFCMjIzs7O6VtZQeVSqWsQ2ZFRQW7FN2mTRu5XJ6bmyuVSpWWTiaTpaSkiEQijcNAhYWFSUlJUqlUaQ4ACIXCRYsWzZw5Mzs729HRserTXHl5eZcuXQYOHPjtt98q+6moqGA3CpTk5OTcvXvXxsbG2dm5pKSkoqJCIpGUlpYWFRWp6paTkyMSiYxUjhA9efIkMzPTyclJ9U4RUVpa2vPnzzXkAIqLixMTE7XePo6GhTNYHP84WINVgwv+/fv3XV1dL1++7Onp+SoV42h0OLcGjqbH/v37nZycevXq1diKcLxqOIPF0fT46aefgoODGS7R/JsH90jIwcHRZOBmWBwcHE0GzmBxcHA0GTiDxcHB0WTgDBYHB0eTgTNYHBwcTQbOYHFwcDQZOIPFwcHRZOAMFgcHR5OBM1gcHBxNhv8HXnJ5q3tC2wAAAAVCelRYdHJka2l0UEtMIHJka2l0IDIwMjQuMDMuNgAAeJzt1GlMVFcYBuB3cBiQVaAwI1tZHED2ZVhHhntkCowoFBjEYRmUpYrWtBWp2laLCyjYBWsVm4iVaqsWoRoVjRq4p6ZtXHCNiliMCto0QdGmiqI2ZT5MGpL+aP97k5Pz3C/ffc+5y8xgR+sNjBwTRoYEo0f5yFg4MqollvAamc1kNElfTmOLL88kCDAlSP61dez0H9LGtrwKexX2f8LGFq1HvmuJGSQOMBsHMymkFpCaw1wGCytYWMJyPKwcYG0DG3fY2MLWDrb2sHeE/QRMcICjMxyd4PQanN3hIodcAbk/FBOhcIWrB1zd4OYODy94eMLzdXj5w9sHPr7wiYTvJPgqofSDMgB+/giYjIAgTA5EUCSCQxCSiJBQhIYjNAzhUQiPQEQkolSIioEqGjGJiI1DXDzi0hCvRnwC1FOg1mBKIjRJ0DAkCWBpmJqMZC2Sc6BNgfYNpOiQkorUNOimQTcd09IxPQczMpCRiQwjMrOQ+Say9MjKRnYO9LnQ5yF3JvKMmGWAIR+GUuQXIL8QhUUoLIaxCMUlKJ6N2XNQUorSMkwdP/I0ZRIHKwupmczG1t7R2V0m9/fycFXIfCKDApS+spDQ8KiYRFlcGtOo42XJOdN1KVpZhjFPn5UpM5SWFBfmy3+W/vM3g/LnB9bx4ouegulkS1U1T95URm7rW80f67aTAxo+591zW8hfTlvC5wWdIIt+K/jxwIfkJ3sWcrnMipm8/WExr7E9QvXuxZl86H4Pud8tjjtfOEeudDbwCLt6cqOVE3eqyCIXr/Xl4d9Zk3NuJvBHt7zJHx9nvOnmcrJbUTr30RxJMtm+vYS3HOonq7+o4CsMGdQzWK3lVc0StcmHX+j5kHZ9p8n13hl8UrO3aPIz/xDe37Ovw+T3Nyp4i/Umqre5WPJF+jJyzx92/FSuJflsuh+3UvVTjnLguXhGWUNOyjbnTsbTGpOjWty5xzYN7Scx4aw4s2k/9bQKraLauIXWqvdYLkZ4Kql+Z6Uo6rtUlB/TGy0Oinbc5N9mZIl1qwap/uusRnFXWT95QfYR0WbHOOpROXwrZpe3U939xCXx3dQW8uIPb4mxDR+Qd8rXiDdXbyS/OLdBVIxPJ1/bO0eMTjEnLz0dKJ5o3kZWvdOtaX90lfZWNGxIWv00leq1abEdqhu15P37LnR+U72EXPPjx5p1vQfJvddTO4c7rpJ/ybcX5c1nyA87e5LmP+sk7zlvKXQM3yMvU70lNCuekhU5YcKTiU1kbWefsL2ygzwguyKkL24gS3N3CRUza0bvsaBWuB67m7x361dCYFsoee3lXKF8kYI897aTkBZtJKs3HxU+uXKB7quvd69w5WQGvYvKq13CREMpva9Jab8LLhl/Uc/3a0qYOseRrm0PSmcDoU+ofr8tgRl6GNVd1zO2cuAz8nCuL9u0LYgcec2RLZ3zHvkjDAkHlAXks8vcWXfS15TT42XOmhrKyQV1zwXZfCvaw+bHwaz2vAftrc52HmvcfFAwmTfkMb9DG8j33jayHQtSybd+qmI3wiLIygczWOduCTn7jJ7l73ahzPpMLYsuBa0V0RjD1vTLqafC1Y8JyTupp4rbsVNHz5PNj4Wx4L7K0XVvPxXKaz3pd/1p1zh2rNaCvNLPjZ0ckpB1O4LYqnlO5FYzH5b04DJd21wQzwovniJ3xQrM8tJW8p0aB9Zld4DsUKJgy+xryLo7FsyuUEu+bfhT+CG4g1zXfFeQBg+MZg4eFu7qhsgufwMRI9lgbSJcpAAACEV6VFh0TU9MIHJka2l0IDIwMjQuMDMuNgAAeJx9WVuuHbkN/PcqegO3Ib4k8nNsD5IgGBtInOwh/9k/UpTaUhtD5F4PfA6HTRVZfKn96cqff3z9+3/+e+0f/vrp03W1//MnIq5/S2vt0x9Xfrg+//6Xv327vvz47fNPyZfv//r2458XNcJ/gafw+6v2bz++//FTQtf364PG3Xy488W3OlngkbvNn/MsX1+g2e9mQ8kvuW1Qp0pTHk31ToMug0I09kJTn9NDTdyhKdaVe6Fp06bdajbauAAjomlls0+bdrur9naN26Rrr2yO66/Q1NtNIvrld+euPgpNn6fLDTVFcOweRt0q32Nq8h29NzjSb1fqCMKfNRG6BEq3te4gCvEK5SGV6mIJIe9jyLj0FlIWrlQ5VeOmaM0NLPHgJlWcaNHUbuZm8IVvcm5UqupUpbuPGH1A1TjgV6VqEyqM4XhGLmQkXLRS7U+sBjUWZOutEhKl1TGt6k09FKzTPRxYSquLK70t0p2MACtTGaufZLGTjuU4xagiAE9WBggRWMJHVIw3rcwyPSFwF/K4PjJclrlY6E66QIIzc6fro92iplzqyqIW+Qyc14fe3cBGFQSehDlSywz58jEzp1upaks1RBmpDbAkoKNigfsDFjQZivAjaWAvs4tHmkVlI/nwXMZLG5cpg87wPRGIsA00LJhHzpaRnYTFPYLGzJORJV62oMkXSioVIo8XH52qACDzoIrOQvi1ZIBjWJlbMtlCSpsGUEO1q0ZUUGWShTZF5tYzrM7WypKV2QV5dgqELblgplY1AplkZVEjrC3jq67dS6yzuvQeHBYjVUkGe0WAzOpCU0MsMwcdJTOkVY1QfAULXiEF8lOP8F5lgMSKAGYAki9VxVhHxZa2lSxNuyD1M8KE1K2CpbTcIsa86rMIWng5CJSXqlnvAAOrNFilBCCLWONEm2Q0Zy2Hmz5soav1Hmk/DGaruGr2wnYroonaRQ52H1QyoEkWmoChD/WJFBZbRavOumpwxQMTE8czaedSddYVTkUFNkur6JlcTleNeT4r2rtNVtG7y+Zmc2qh8ryB+eR3oFv1UnVShe6K6YrCh6oEBnEF1ZIqdJMGpyTPx56jWoXfcmplj8Ig7LMApLtV9FsSBUqjBx6C5nBlK3eL5AljCPAQ3mS0Rd2CLTsgKokGkm7ixB5QdhVLnpD8mAHZVJCFaC/lbLMsKUPJBfEklDpGW+lRVhT+PwoOUcTpcMfLgd2zoLDYtCYrndEFsmEUmjSjJEoo6dQUh/2Kzs4z8kIgXjObFF26bNNdpkcuzSVWBoaU46/r1MRkaFnMyMA2x2uhmRyhn2NGzL3LMX3LSd0XRZhlzebcQbRGmSA9217uFDZkjWm0Ryn7Q0+OMNF7eG60aRWPlN28ZynlqoRVrc3Ri9U3yl42spZgtWGrRHhAPcpDyg45spZyV2uua0qDeSsH+sghFdkgcgHF+WPAw1IzeUJdkOf+mYyi541yU06eMHex/smc+6xK5Y4wckJhlqPjZCcHUdFHuSGMRZRjlvccNaa5B1eKkydYwprY5opEhnQtT/dFKSatoH2ij6mIV5N0TJpmEjsaTU4JkV5peluagVEeglpBpeC+UmlmLeHmgVx3rOyoOrQmLe8TvPIJ84Cw1CAF2KJs4p6TCaczxuwsS3PHhaHS1GWTUZ40lxMD4rI5ua0cRRTRdLKoB5avKkW9r7xDV1h7N9Y9KYvek6W5uqxdvmOBKFcz90UnOj0CiXiCV9woK81YGYKpkDcrMDAyrsWlq82kY0HABR+wZaDjVIo087hjJkDsGLOIa0Vl8AI5sAihSQWmrCCalaasCBGaMeZMtnxcUSvSIwdS3vewrqDIMQ4R1bnw/knTFpUNNYbNIQdSw/ZaafbpUMMcQrQM085weqU4pqJhGKO/ZtNzkvJsnzwq7gMjb/koSipnTCx2umC9ZBwNuzi8vOi22We4DcaVayCZMJbKe27LCsIiqp6TZWT4R3l5/v3b119eY6wXG5+/f/t6XmzkL5+3F/hyyXlFkV/Jz4sI3BQvPW8b8qudVwoE0VYe82s/LwcIGuO8AaAU0euen4J4XeYpld5XdprSfQAlvBRvvJQAIeZjxpaENmhKmKm4cdN4JBsrJdhUPHbikWwHeAZvvPDwDCb61AknP5L37ZTyUd6Oc2KG4sHMiRmKvDFzYoYib8w8lkTf90PKR3l7wfFINuZJOB6V97VuSnh7ITMH/IVHEvP8+3UXW5LthcxcwJ/tuyRmPHoQSmLGo7K9kMSMR2VjllgS25Y1McOYbC+UHsnJy8QMY7IxqyyJHjsTc7zwaGKGMd2YtT+SHXlNzNkKtu/Z39PYC2FihjHdXlhihrG+LRstiW4vLDHDvG7MJo9k+2WJGebt2LFH8l62KQ88eGxWHprNxmz+SHbkLTHjQNue9sQM8wdzT8wwbxtzT8wwbxthlyUZ+6yemHFgfy+lU2Lb056Ye57w2jKX5NiZDYPeeBIzDuwb82iPZEd+JGZA6NvTkZhx4EE4EjMO7KdVJWYc2DfCYUvi56yJGY15Yx7jkbwXK0oI4zwVj2R74YkZoA4eT8yAMDZm50eyI++JGaDG6aeJGRAOQk/MgDC2F56YAcHf+8eUxDkrMXue+VoolmR7GrM5M054rQhLsr2IxJx7xcYTiRmgfGMOfSQ78pGYAdPPYEjMAHUQRmIGqHhPX0pQcRDGklD7ZaBSAg0+InpEZ2S0xA2ocSZEk0d0BkJL5AD71kroQBtnSLT+iMYRJXh4EGdstYk+fsU650ubEN/T+z2r8/vPf8LA50//A/uJpRu4w2d7AAAEIXpUWHRTTUlMRVMgcmRraXQgMjAyNC4wMy42AAB4nLVVu24kRwz8FQcXSMBso/kmb0MlwiXr3HBgOHLgk2Gcs/t4FzmD2x+wBa26xWWT7Koi+5f3Xx9v9Pby9nh9vL083vi5ledWn1t7bv25jec2n9v6sX2dT11rXmtcq1+rXateq1wrXys9fvr+ciNdaXrkcnat434jW5lqRywT1zgtahaHr121rS2yqtwOW2HkY+FV7nBJJZ9DtGx7wqKlHOch84hDl5CytEWXVfIhi1mZTgt56UEr0qPOwEGbYVHBF2PgJDv22psqctMZW4jquNHamfvyyxQ+bryMTb1NeyUj820vUVOGqVYUJYKFjksuEbY2SAXvdolVW1Imtm5uEy4Fd2qTZHhXAIxIURZic4VNqUDJtCafq1adRzdZepeVbFsmwVbvSuFPNgD7cgpAjrBiPCzYwjmxNnlVtglgcSRurct3pY3JzF07FgWrTBXGiNYZd7J2sbzcgW8fLAu2MbF0hUgNnL2xACi5kattobxhw+W0ws8qjBtoULWzsi1VpbDwIolADQHOkOe4o4TysrZEKnv7BNLYVLCrqWAwiGxduQb3GVGiAUqSkOAOpe4tc5HgElggVdmpzYNLibcFFO0aGiCPDgyyQGkLJiGNwLEARRvXwbECDN6WoEya5IAIPgX8EvTAEkGg4k4dEiA3ehCgtU9ExaRnBf3HHfLhbdzpszxkkmURZL+XaTdEx8lWNHzI5or31nTLHiaDPDoSFM3As49l2j6dMogO0MjWWkKLaYseAAVUO5EBVXcPp0hXU9x6b3T2eYPqlpAuIHRCbgJsTcJuHLprE2MAIkCks1ji6X1Ps8FllyGpgVJIrQ3G3Zna+jwxgOY1kQXXJW4EXKwCR8AHVND470AjBcptQsFa4ABI4ABSiMASgAqRYksNhtCYHIU6AzQhqUNQcCAGSlMmziocmKQnAo2K8uh+kBZGz5oNUKBblealZ9gG+GgUmnbFmBPfCTij7zroeI+nlol0+g4CKWhLgNMbYgDmPdQgk81Z56ndsxHKRhv17Rq7FG0LqB1AiIKmYzA+qe+Pa5C0B7mP1KF4NCFc2Bw1oPMSh8FRdzbr9KIyB89gciijpmWh2srsSEzqPXGa/ZzpAq3zOREYuOY0aGrn62mEwY1YoxmaSYIm8/ZBN3PNBAqftgE/HEIzLjGvbMYNZvu8BNXvxowki3kJEFHAe4MGbljPQYx2ta48kvMyMVoH6FOecxcdCFVWvw7B50jHVaKaIeNp7R7y1D0p/frkvCkYsE0RCorB9kaYrxndJoq2rdNHE9gYnpCaEQwfTCM9etxCH8fr8en9/ni/4wd/H/f+/X+27//V59Px27ePP3/+++Ovz3t9+efr79/++Pi69LPr8z/6/i/Gk8zd6Ecx3QAAAABJRU5ErkJggg==", - "text/plain": [ - "" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Image(filename='tests/output/alpha3.png')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Create B Chains" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "import random\n", - "\n", - "def create_146_chain(n):\n", - " B_chain = Polymer(Glucose_146)\n", - " for i in range(n-1):\n", - " B_chain.extend(Glucose_146, from_junction_name = \"1\", to_junction_name = \"4\")\n", - " return B_chain\n", - "\n", - "# Construct 2 B chains with 4 A chains branched from each B chain\n", - "B_chains=[]\n", - "for i in range(2):\n", - " chain = create_146_chain(random.randint(8,10))\n", - " for j in range(4):\n", - " A_chain = create_14_chain(random.randint(8,10))\n", - " A_chain_as_monomer = Monomer.from_Polymer(A_chain)\n", - " chain.extend(A_chain_as_monomer, from_junction_name = \"6\", to_junction_name = \"1\")\n", - " chain.topology.title = f\"Beta chain {i}\"\n", - " chain_as_monomer = Monomer.from_Polymer(chain)\n", - " B_chains.append(chain_as_monomer)\n", - " Visualize.monomer(chain_as_monomer).draw2D(f'tests/output/beta{i}.png',(400,200),highlight_junctions=True)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## B Chains" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Image(filename='tests/output/beta1.png')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Create glycogen polymer" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "C_chain = create_146_chain(random.randint(8,10))\n", - "C_chain.topology.title = \"Glycogen\"\n", - "Glycogen = C_chain\n", - "for monomer in B_chains:\n", - " Glycogen.extend(monomer, from_junction_name = \"6\", to_junction_name = \"1\")\n", - "\n", - "Visualize.polymer(Glycogen).draw2D('tests/output/glycogen.png',(800,400))\n", - "Image(filename='tests/output/glycogen.png')" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "polytop-env", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.15" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/README_worked-examples.md b/README_worked-examples.md deleted file mode 100644 index d8ba107..0000000 --- a/README_worked-examples.md +++ /dev/null @@ -1,563 +0,0 @@ -# Polytop Library - -This Jupyter notebook will demonstrate how to use the Polytop library to load sample ITP files, create monomer instances, and display a 2D representation of molecules. - -## Importing the Library - -We will import the `polytop` library and confirm the version. - - -```python -import polytop -from polytop.topology import Topology -from polytop.junction import Junction -from polytop.monomer import Monomer -from polytop.polymer import Polymer -from polytop.visualize import Visualize -from IPython.display import Image -from IPython.core.display import HTML - - -``` - -## Load topology from an ITP file - -First, we will load the ITP files for some molecules to use as monomers. We'll use some amino acids to make a polypeptide. We'll start by importing `Arginine` using the `Topology.from_ITP()` function. This function will return a `Topology` object that contains all of the information from the ITP file. Note for display purposes we'll add a double bond manually between the carbon and the second oxygen in the terminal carboxyl group. - - -```python -ARG = Topology.from_ITP('tests/data/arginine.itp') -print(ARG.atoms) -``` - - [AE97.H26->[AE97.N5], AE97.N5->[AE97.C12,AE97.H26,AE97.H25], AE97.H25->[AE97.N5], AE97.C12->[AE97.N5,AE97.N6,AE97.N4], AE97.N6->[AE97.H23,AE97.C12,AE97.H24], AE97.H23->[AE97.N6], AE97.H24->[AE97.N6], AE97.N4->[AE97.C10,AE97.C12], AE97.C10->[AE97.N4,AE97.C8,AE97.H18,AE97.H19], AE97.H18->[AE97.C10], AE97.H19->[AE97.C10], AE97.C8->[AE97.C10,AE97.C7,AE97.H15,AE97.H16], AE97.H15->[AE97.C8], AE97.H16->[AE97.C8], AE97.C7->[AE97.H14,AE97.C8,AE97.C9,AE97.H13], AE97.H13->[AE97.C7], AE97.H14->[AE97.C7], AE97.C9->[AE97.N3,AE97.C7,AE97.C11,AE97.H17], AE97.H17->[AE97.C9], AE97.N3->[AE97.C9,AE97.H21,AE97.H20], AE97.H20->[AE97.N3], AE97.H21->[AE97.N3], AE97.C11->[AE97.O1,AE97.C9,AE97.O2], AE97.O2->[AE97.C11], AE97.O1->[AE97.C11,AE97.H22], AE97.H22->[AE97.O1]] - - -We can visualize the topology as a 2D structure to make sure that this is the molecule we want to use. - - -```python -Visualize(ARG).draw2D('tests/output/arginine.png',(400,200)) -Image(filename='tests/output/arginine.png') -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_5_0.png) - - - - -Now we need to select the terminal amine and the terminal carboxyl group as polymerization junction points in this topology so we can define this topology as a monomer. First we redraw the topology with explicit hydrogens visible and atom IDs displayed. - - -```python -Visualize(ARG).draw2D('tests/output/arginine_unordered.png',(400,200),remove_explicit_H=False, show_atom_ID=True) -Image(filename='tests/output/arginine_unordered.png') -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_7_0.png) - - - - -The first step is to reorder the atom indicies to minimize the name space required for this mononmer (this is not strictly necessary, but it will make the atom IDs easier to read). We can do this with the `Topology.reorder()` function. This function will return a new `Topology` object with the atoms reordered. - - -```python -ARG.auto_rename_atoms() -Visualize(ARG).draw2D('tests/output/arginine_ordered.png',(400,200),remove_explicit_H=False, show_atom_ID=True) -Image(filename='tests/output/arginine_ordered.png') -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_9_0.png) - - - - -Now we can select the atoms that will be on either side of the polymerization junction points, and give each junction a name. And finally display the monomer highlighting the junctions. - - -```python - -ARG_N = ARG.junction('N1','H9').named('N') -ARG_C = ARG.junction('C5','O1').named('C') -ARG_monomer = Monomer(ARG, [ARG_N, ARG_C]) -Visualize.monomer(ARG_monomer).draw2D('tests/output/ARG_monomer.png',(400,200),highlight_junctions=True) -Image(filename='tests/output/ARG_monomer.png') -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_11_0.png) - - - - - -```python - -``` - -## Loading a glutamine topology - -And we'll do the same with the second amino acid, glutamine - - -```python -GLN = Topology.from_ITP('tests/data/glutamine.itp') -Visualize(GLN).draw2D('tests/output/GLN.png',(400,200)) -Visualize(GLN).draw2D('tests/output/GLN_unordered.png',(400,200),remove_explicit_H=False, show_atom_ID=True) -GLN.auto_rename_atoms() # not required, file already ordered -Visualize(GLN).draw2D('tests/output/GLN_ordered.png',(400,200),remove_explicit_H=False, show_atom_ID=True) -GLN_N = GLN.junction('N1','H6').named('N') -GLN_C = GLN.junction('C4','O1').named('C') -GLN_monomer = Monomer(GLN, [GLN_N, GLN_C]) -Visualize.monomer(GLN_monomer).draw2D('tests/output/GLN_monomer.png',(400,200),highlight_junctions=True) - -``` - -## Glutamine pipeline - - -```python -Image(filename="tests/output/GLN.png") -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_16_0.png) - - - - - -```python -Image(filename="tests/output/GLN_unordered.png") -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_17_0.png) - - - - - -```python -Image(filename="tests/output/GLN_ordered.png") -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_18_0.png) - - - - - -```python -Image(filename='tests/output/GLN_monomer.png') -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_19_0.png) - - - - -# Construct a polymer from a set of monomers - - - - -```python -dipeptide = Polymer(ARG_monomer) -dipeptide.extend(GLN_monomer, from_junction_name = "C", to_junction_name = "N") -dipeptide.topology.title = "ARG-GLN Dipeptide" -Visualize.polymer(dipeptide).draw2D('tests/output/dipeptide.png',(400,200)) -Image(filename='tests/output/dipeptide.png') -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_21_0.png) - - - - -# large polymer - -We'll take a monomer like ethylene terephthalate and polymerize it to a large polymer PET. There appears to be a problem with inferring bond orders in benzene rings, but this is just a problem for visualization. We'll show it without inferring bond orders (so no double or triple bonds) to make sure we get the right atom numbers for the polymerization junctions. The produced ITP should still be correct as bond order is not stored in the ITP file. - - -```python -eth_topology = Topology.from_ITP('tests/data/ethylene_terephthalate.itp') -Visualize.topology(eth_topology, infer_bond_order=False).draw2D('tests/output/ethylene_terephthalate.png',(400,200), remove_explicit_H=False, show_atom_ID=True) -Image(filename='tests/output/ethylene_terephthalate.png') -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_23_0.png) - - - - -## Manually construct double bonds - - -```python -eth_topology.get_bond('C2','O1').order = 2 -eth_topology.get_bond('C8','O9').order = 2 -eth_topology.get_bond('C4','C15').order = 2 -eth_topology.get_bond('C7','C14').order = 2 -eth_topology.get_bond('C5','C6').order = 2 - -Visualize.topology(eth_topology, infer_bond_order=False).draw2D('tests/output/ethylene_terephthalate_double_bond.png',(400,200), remove_explicit_H=False, show_atom_ID=True) -Image(filename='tests/output/ethylene_terephthalate_double_bond.png') -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_25_0.png) - - - - -## Set the junctions to create a monomer - - -```python -ETH_A = eth_topology.junction('C12','O13').named('A') -ETH_B = eth_topology.junction('O3','H16').named('B') -ETH_monomer = Monomer(eth_topology, [ETH_A, ETH_B]) -Visualize.monomer(ETH_monomer, infer_bond_order=False).draw2D('tests/output/ETH_monomer.png',(400,200),highlight_junctions=True) -Image(filename='tests/output/ETH_monomer.png') -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_27_0.png) - - - - -## Create polymer from 3-5 monomers - -PET is usually made from 100-200 monomers but that would not be visible so we'll just make a small one here. - - -```python -import random -monomer_number = random.randint(3,5) -polymer = Polymer(ETH_monomer) -for i in range(monomer_number-1): - polymer.extend(ETH_monomer, from_junction_name = "B", to_junction_name = "A") -polymer.topology.title = f"PET polymer ({monomer_number} units)" -Visualize.polymer(polymer, infer_bond_order=False).draw2D('tests/output/PET_polymer.png',(800,200), show_legend=True) -Image(filename='tests/output/PET_polymer.png') -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_29_0.png) - - - - -# More complex polymers - -We'll model a simple form of glycogen (skipping the glycogenin protein nucleating the **C** chain in the center of the polymer), which is a complex polymer of glucose molecules. https://chem.libretexts.org/Bookshelves/Biological_Chemistry/Supplemental_Modules_(Biological_Chemistry)/Carbohydrates/Polysaccharides/Glycogen - -The structure is characterized by chains 8-10 units long of glucose molecules linked by alpha-1,4-glycosidic bonds, with branches linked by alpha-1,6-glycosidic bonds. There are three category of chains, **A**, **B**, and **C**, they are 8-10 monomers long, at the end of each chain is a glucose monomer with 3 branch points. There is one **C** chain at the center of the polymer. For this simplification that **C** chain, will be branch to 2 **B** chains, and each **B** will branch to 4 **A** chains. - -### Load monomer - glucose - -Note in this topology file; -The C1 glycosidic junction is C₅O₄H₃ -The C6 glycosidic junction is C₆O₂H₁ -The C4 glycosidic junction is C₁O₃H₂ - -We'll keep the oxygen in the C4 and C6 glycosidic bond and remove the oxygen in the C1 glycosidic bond so we can construct both 1,4 glycosidic bonds and 1,6 glycosidic bonds. - - -```python -glucose_topology = Topology.from_ITP('tests/data/glucose.itp') -Visualize.topology(glucose_topology).draw2D('tests/output/glucose.png',(400,200), remove_explicit_H=False, show_atom_ID=True) -Image(filename='tests/output/glucose.png') -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_32_0.png) - - - - -# Load monomer - -Let's start with a simple molecule of glucose, and only one of the isomers (the cyclic form), but it would be possible to model others such as the open chain form as well, and to distribute randomly among multiple given an experimentally derived distribution. We'll create 3 monomers, one with 1,4 junctions, one with 1,6 junctions, and one with all 3 junctions. We'll only use the 14 monomers to construct the A chains so there is no chance of a branch from the A chain. We'll use the 146 monomer to make the B and C chains, but we'll make the B chains first and there should be just 1 1 junction remaining to connect it to the C branch. We'll make the 16 monomer just for completeness (to create other starches like amylase) - - -```python -glucose_topology = Topology.from_ITP('tests/data/glucose.itp') - -alpha1 = glucose_topology.junction('C5','O4').named('1') -alpha6 = glucose_topology.junction('O2','H1').named('6') -alpha4 = glucose_topology.junction('O3','H2').named('4') -glucose_topology.title= "Cyclic glucose monomer" - -Glucose_14 = Monomer(glucose_topology, [alpha1, alpha4]) -Glucose_16 = Monomer(glucose_topology, [alpha1, alpha6]) -Glucose_146 = Monomer(glucose_topology, [alpha1, alpha4, alpha6]) - -Visualize.monomer(Glucose_14).draw2D('tests/output/glucose_14.png',(400,200),highlight_junctions=True) -Visualize.monomer(Glucose_16).draw2D('tests/output/glucose_16.png',(400,200),highlight_junctions=True) -Visualize.monomer(Glucose_146).draw2D('tests/output/glucose_146.png',(400,200),highlight_junctions=True) - -``` - -## Glucose monomers - - -```python -Image(filename='tests/output/glucose_14.png') -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_36_0.png) - - - - - -```python -Image(filename='tests/output/glucose_16.png') -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_37_0.png) - - - - - -```python -Image(filename='tests/output/glucose_146.png') -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_38_0.png) - - - - -# Create A chains - - -```python -import random -random.seed(42) # for reproducability - -def create_14_chain(n): - A_chain = Polymer(Glucose_14) - for i in range(n-1): - A_chain.extend(Glucose_14, from_junction_name = "1", to_junction_name = "4") - return A_chain - -A_chains = [] - -for i in range(4): - n = random.randint(8,10) - chain = create_14_chain(n) - chain.topology.title = f"Alpha chain of length {n}" - chain_as_monomer = Monomer.from_Polymer(chain) - - Visualize.monomer(chain_as_monomer).draw2D(f'tests/output/alpha{i}.png',(400,200),highlight_junctions=True) - A_chains.append(f'tests/output/alpha{i}.png') - - -``` - -## A Chains - -Note: the difference in the shape of the images is an artifact of the visualization software (rdkit) attempting to render a 2D schematic representation of the topologies. In a 3D visualization the shapes should be similar. However, under simulation the absence of a dihedral constraint across the junction, that it is not possible to infer from the monomer topologies, which otherwise constrains rotation at the junction bond, will likely result in a more . - - -```python -Image(filename='tests/output/alpha0.png') -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_42_0.png) - - - - - -```python -Image(filename='tests/output/alpha1.png') -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_43_0.png) - - - - - -```python -Image(filename='tests/output/alpha2.png') -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_44_0.png) - - - - - -```python -Image(filename='tests/output/alpha3.png') -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_45_0.png) - - - - -## Create B Chains - - -```python -import random - -def create_146_chain(n): - B_chain = Polymer(Glucose_146) - for i in range(n-1): - B_chain.extend(Glucose_146, from_junction_name = "1", to_junction_name = "4") - return B_chain - -# Construct 2 B chains with 4 A chains branched from each B chain -B_chains=[] -for i in range(2): - chain = create_146_chain(random.randint(8,10)) - for j in range(4): - A_chain = create_14_chain(random.randint(8,10)) - A_chain_as_monomer = Monomer.from_Polymer(A_chain) - chain.extend(A_chain_as_monomer, from_junction_name = "6", to_junction_name = "1") - chain.topology.title = f"Beta chain {i}" - chain_as_monomer = Monomer.from_Polymer(chain) - B_chains.append(chain_as_monomer) - Visualize.monomer(chain_as_monomer).draw2D(f'tests/output/beta{i}.png',(400,200),highlight_junctions=True) - -``` - -## B Chains - - -```python -Image(filename='tests/output/beta0.png') -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_49_0.png) - - - - - -```python -Image(filename='tests/output/beta1.png') -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_50_0.png) - - - - -# Create glycogen polymer - - -```python -C_chain = create_146_chain(random.randint(8,10)) -C_chain.topology.title = "Glycogen" -Glycogen = C_chain -for monomer in B_chains: - Glycogen.extend(monomer, from_junction_name = "6", to_junction_name = "1") - -Visualize.polymer(Glycogen).draw2D('tests/output/glycogen.png',(800,400)) -Image(filename='tests/output/glycogen.png') -``` - - - - - -![png](README_worked-examples_files/README_worked-examples_52_0.png) - - - diff --git a/README_worked-examples_files/README_worked-examples_11_0.png b/README_worked-examples_files/README_worked-examples_11_0.png deleted file mode 100644 index 8aa99aa8e67e956f54cce89885b9e1f0e7152014..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 12650 zcma)jWmuG5)b0RMlF~>Df^>+0($do1-AI>oNjC^cxAf2qDIwiRcMC{^bbp)oob&Jd zaUQN~X1I9f*?X^bue#SFOhHZp9LZ(w8yFT%Gawzb^)W|Xbh zoS#oWKUJ>v(#7c&OjH@I`QG*il|SQFD#_M2)X%{v<*V>-nW~RCwl8}*Fi|=ooopm4 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zp|sE2CdWmFTffFK#+;}4+&z6TT^fFcSdhMZ*g@LCap>WHc7p4Axp}>I^kyi0Qx2k{ MsHspbXC3;#004g@1poj5 diff --git a/docs/source/getting_started.rst b/docs/source/getting_started.rst index f629bec..c58b80c 100644 --- a/docs/source/getting_started.rst +++ b/docs/source/getting_started.rst @@ -122,12 +122,24 @@ polymer file are readily available at 'polyconstruct/polyconf_examples/'. **PolyTop** +.. note:: + The import path provided in the examples below is *different* to the path + in the examples contained within 'polyconstruct/data_paper_examples/', as + the path used to locate modules from within the package structure is + different. You must use the structure in the examples below for the module + import to be correctly resolved. + + Simple example - construction of a linear homopolymer: .. code-block:: python # Import required classes from PolyTop - from polytop.polytop import Topology, Junction, Monomer, Polymer, Visualize + from polytop.Junction import Junction + from polytop.Monomer import Monomer + from polytop.Visualize import Visualize + from polytop.Polymer import Polymer + from polytop.Topology import Topology # Load in monomer Topology from ITP file top = Topology.from_ITP("data_paper_examples/pei.itp") @@ -162,7 +174,11 @@ Complex example - construction of a 4-arm PEG star polymer from single monomeric .. code-block:: python # Import required classes from PolyTop - from polytop.polytop import Topology, Junction, Monomer, Polymer, Visualize + from polytop.Junction import Junction + from polytop.Monomer import Monomer + from polytop.Visualize import Visualize + from polytop.Polymer import Polymer + from polytop.Topology import Topology # Load in monomer topologies from ITP files ethanol = Topology.from_ITP("data_paper_examples/extended_ethanol.itp") # main arm monomer diff --git a/paper_worked_examples.ipynb b/paper_worked_examples.ipynb index ea7af58..1ff27ef 100644 --- a/paper_worked_examples.ipynb +++ b/paper_worked_examples.ipynb @@ -1,5 +1,28 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Important Note!!**\n", + "\n", + "If you would like to repeat these examples in a script outside of the repository structure, please change the import paths as described below:\n", + "\n", + "Import paths used in the examples below:\n", + "```\n", + "from polytop.polytop import Topology, Junction, Monomer, Polymer, Visualize\n", + "```\n", + "\n", + "Import path to use for your scripts existing *outside* of the PolyConstruct file structure:\n", + "```\n", + "from polytop.Junction import Junction\n", + "from polytop.Monomer import Monomer\n", + "from polytop.Visualize import Visualize\n", + "from polytop.Polymer import Polymer\n", + "from polytop.Topology import Topology\n", + "```" + ] + }, { "cell_type": "markdown", "metadata": {}, From 9c16c9a432cdcf5b7b5806210d8a7f1a51513842 Mon Sep 17 00:00:00 2001 From: lunamorrow Date: Fri, 24 Jan 2025 16:21:50 +1000 Subject: [PATCH 2/3] Remove automated linear polymer builder --- docs/source/getting_started.rst | 24 --- docs/source/polyconf.polyconf_automatic.rst | 7 - docs/source/polyconf.rst | 1 - polyconf/polyconf/__init__.py | 3 +- polyconf/polyconf/polyconf_automatic.py | 195 -------------------- polytop/polytop/polytop_automatic.py | 56 ------ 6 files changed, 1 insertion(+), 285 deletions(-) delete mode 100644 docs/source/polyconf.polyconf_automatic.rst delete mode 100644 polyconf/polyconf/polyconf_automatic.py delete mode 100644 polytop/polytop/polytop_automatic.py diff --git a/docs/source/getting_started.rst b/docs/source/getting_started.rst index c58b80c..43b77da 100644 --- a/docs/source/getting_started.rst +++ b/docs/source/getting_started.rst @@ -254,30 +254,6 @@ All of the monomer ITP files used in the above two examples, and the resulting polymer files, are also readily available at 'polyconstruct/data_paper_examples/'. -**Automated Builder** - -An automated builder is available from the command line, to simultaneously -construct united-atom, linear polymer structures and parameters. - -This builder streamlines the process of making matching polymer structure and -parameter files, as it leverages PolyConf and PolyTop to build the polymer -simultaneously. Additionally, no coding is required to use this module, as it -is fully available from the command line. - -This automated builder is recently developed and still undergoing development -to ensure it is robust and suitable for all cases. Please manually check the -topology and structure files produced by this module for correctness (e.g. with -GROMACS 'gmx grompp' and visual inspection with VMD). - -The builder is not working for your case? Please open an issue on the -`PolyConstruct GitHub repository `_ -with the command used, a copy of your monomer CSV file and a description of the -issue observed. - -For more information and how to use it, see -:ref:`Automated Linear, United-Atom Polymer Builder` documentation. - - -------------------------------------------------------------------------------------- Find the above and additional worked examples as executable Python scripts or Jupyter diff --git a/docs/source/polyconf.polyconf_automatic.rst b/docs/source/polyconf.polyconf_automatic.rst deleted file mode 100644 index a3fe26c..0000000 --- a/docs/source/polyconf.polyconf_automatic.rst +++ /dev/null @@ -1,7 +0,0 @@ -Automated Linear, United-Atom Polymer Builder ----------------------------------------------- - -.. automodule:: polyconf.polyconf_automatic - :members: - :undoc-members: - :show-inheritance: \ No newline at end of file diff --git a/docs/source/polyconf.rst b/docs/source/polyconf.rst index f3efebc..bd88c4a 100644 --- a/docs/source/polyconf.rst +++ b/docs/source/polyconf.rst @@ -7,7 +7,6 @@ PolyConf polyconf.Monomer polyconf.PDB polyconf.Polymer - polyconf.polyconf_automatic Module contents diff --git a/polyconf/polyconf/__init__.py b/polyconf/polyconf/__init__.py index 3553fd5..291ee54 100644 --- a/polyconf/polyconf/__init__.py +++ b/polyconf/polyconf/__init__.py @@ -15,5 +15,4 @@ from .Monomer import Monomer from .Polymer import Polymer -from .PDB import PDB -from .polyconf_automatic import main \ No newline at end of file +from .PDB import PDB \ No newline at end of file diff --git a/polyconf/polyconf/polyconf_automatic.py b/polyconf/polyconf/polyconf_automatic.py deleted file mode 100644 index 9c16e3e..0000000 --- a/polyconf/polyconf/polyconf_automatic.py +++ /dev/null @@ -1,195 +0,0 @@ -#!/usr/bin/env python -from .Monomer import Monomer -from .Polymer import Polymer -from .PDB import PDB -from polytop.polytop_automatic import Automatic - -import numpy as np -import pandas as pd -from tqdm import tqdm # progress bar - -import argparse - -parser = argparse.ArgumentParser() -parser.add_argument("--name", default='polymer', help='system name string, used for filenames') -parser.add_argument("--nconfs", default=3, ) -parser.add_argument('--count', action='store_true', help='explicit count of how many of each type of monomer to include') -parser.add_argument('--frac', action='store_true', help='fraction of polymer made up of each type of monomer') -parser.add_argument('--length', type=int,required=True, help='total polymer length') -parser.add_argument("--monomers",type=str,required=True,default='monomers.csv',help='path to csv describing monomers, expected columns are "resname", "pdb path", "itp path", "position", "fill", and at least one of "count" or "frac"') -parser.add_argument('--shuffles', type=int,default=20, help='max number of shuffles before restarting conformation generation') -parser.add_argument('--rotate', metavar='N', type=str, nargs='*', required=True, - help='which bond pairs to shuffle, e.g. "CA C CA CB" to shuffle CA-C and CA-CB') -parser.add_argument('--joiners', metavar='N', type=str, nargs='*', required=True, - help='which atoms will be the corresponding dummies for polyconf extend and the corresponding "residue atoms" for the "monomer atoms" specified in --junctions, e.g. "CMA CN", where the first junction atom must be bonded to the first dummy atom, and the second junction atom to the second dummy atom') -parser.add_argument('--junctions', metavar='N', type=str, nargs='*', required=True, - help='which atoms will be "monomer atoms" for junctions of monomers joined together, define in order as "from" atom, then "to" atom, e.g. "C CA" makes bond from C_i to CA_i+1') - -# assumes monomer resnames are four letter codes, with the final letter either M for middle, T for terminator, or I for initiator) -# count = -# frac = fraction of polymer that is made up of these monomers -# path = path to coordinate file with bond information, eg pdb file with connect records -# position = initial, middle, terminal -# fill = after polymer is extended based on count or frac, gencomp checks if the desired length is required -# if the polymer has not reached the desired length, extends by choosing randomly from monomers where fill = True - - -def main(): - """ - A module for automatic, simultaneous building of united-atom, linear polymer - structures and parameters is accessible from the command line. The user - specifies the monomer chemistry, polymer length, and the number of structures - to create. This module is suitable for rapid creation of linear homopolymers, - or heteropolymers with random monomer ordering. A CSV of a specific format - (see below) must be made and supplied to the automated linear polymer - builder after the ‘--monomers’ argument. - - This CSV must have a column for each: ‘pdb path’, ‘itp path’, ‘position’, - ‘resname’, ‘fill’ and at least one of ‘count’ or ‘frac’. - - .. list-table:: Example csv - :widths: 25 25 25 25 25 25 - :header-rows: 1 - - * - resname - - count - - fill - - pdb path - - itp path - - position - * - PEII - - 1 - - 0 - - /path/to/PEII-monomer.pdb - - /path/to/PEII-monomer.itp - - initial - * - PEI_M - - 100 - - 1 - - /path/to/PEI_M-monomer.pdb - - /path/to/PEI_M-monomer.itp - - middle - * - PEIT - - 1 - - 0 - - /path/to/PEIT-monomer.pdb - - /path/to/PEIT-monomer.itp - - terminal - - A general and a specific command line example are both provided below: - - .. code-block:: - - polyconf-automatic --name desired-polymer-filename --nconfs 10 --count - --length 50 --monomers path/to/monomers.csv --shuffles 20 - --rotate bonded-atoms-to-shuffle --junctions real-atoms-to-join - --joiners corresponding-dummy-atoms - - .. code-block:: - - polyconf-automatic --count --length 10 --monomers monomers.csv - --name peipolymer --junctions N7 C51 --joiners C6 C62 --rotate C61 C5 - - """ - print("\nWARNING") - print("This automatic linear, united-atom polymer builder is newly developed and may not " - "construct polymer topologies and coordinates as expected, please " - "manually check all output for correctness before submitting for MD\n\n") - args = parser.parse_args() - - fname = '_'.join(args.name.split(' ')) - - df = pd.read_csv(args.monomers) # has paths to all ITP and PDB files - df.set_index('resname',inplace=True) - if args.count: - df['count'] = df['count'].astype(int) - elif args.frac: - df['frac'] = df['frac'].astype(float) - else: - raise(ValueError, "Must specify either '--count' or '--frac' for polymer composition") - df['fill'] = df['fill'].astype(int).astype(bool) - mdict = df.to_dict() - - # build iterator lists - - monomers = [x for x in mdict['pdb path'].keys()] - - middle = [x for x in monomers if mdict['position'][x] == 'middle'] - initial = [x for x in monomers if mdict['position'][x] == 'initial'] - terminal = [x for x in monomers if mdict['position'][x] == 'terminal'] - - middle.sort() - initial.sort() - terminal.sort() - - monomers = [*initial,*middle,*terminal] - - fill = [x for x in monomers if mdict['fill'][x]] - - polyList = Polymer.gencomp(mdict, args.length, fill, middle, count = args.count, frac = args.frac) - print("Generated polymer composition monomer order:") - print(polyList) - - print('\nPolymer composition is:') - for l in [initial, middle, terminal]: - for m in l: - print(m,':',len([x for x in polyList if x == m])) - - print(f"\nPolymer building by joining atom {args.junctions[0]} to atom {args.junctions[1]}\n") - - # has paths to all ITP and PDB files - itp_monomers = [x for x in mdict['itp path'].keys()] - - # Build polymer topology with PolyTop - polymerITP = Automatic(polyList, mdict['itp path'], args.length, itp_monomers, args.junctions, args.joiners) - polymerITP.build(outputName=args.name) - print(f"\nSaved polymer topology as '{fname}.itp'\n") - - # Generate and save linear polymer - j_a = args.junctions - d_a = args.joiners - atoms_to_rename = dict.fromkeys(list(range(1, args.length+1))) - polymer = Polymer(Monomer(mdict['pdb path'][polyList[0]])) - for i in tqdm(range(len(polyList)),desc='Building initial polymer geometry with PolyConf'): - if i >= 1: - names = {'P1':d_a[1],'Q1':j_a[0],'P2':j_a[1],'Q2':d_a[0], 'R':args.junctions[1], 'S':args.junctions[0]} - j_t = (j_a[0], j_a[1]) - joins = [j_t] - polymer.extend(Monomer(mdict['pdb path'][polyList[i]]),n=i,nn=i+1,names=names, joins=joins, linearise=True) - # save dummy atoms for later renaming - for j, name in enumerate(args.joiners): - if atoms_to_rename[i+j] == None: - atoms_to_rename[i+j] = [name] - else: - atoms_to_rename[i+j].append(name) - - - # rename the dummy atoms to 'X' to flag for removal - for resid in atoms_to_rename: - for atom in atoms_to_rename[resid]: - polymer.renamer(resid, atom, nameout='X') - - # save the polymer - polymerSaver = PDB(polymer) - polymerSaver.cleanup() - polymerSaver.save(fname = f'{fname}_linear', selectionString=None) - print(f"\nSaved linear polymer geometry as '{fname}_linear.pdb'\n") - - - # Copy linear polymer, generate different conformations without steric clashes and save - CN=polymer.gen_pairlist(a1=args.rotate[0],a2=args.rotate[1],first_resid=1,last_resid=args.length,mult=3) - - for i in range(args.nconfs): - failed = True - polymerToShuffle = polymer.copy() - for j in range(args.shuffles): - failed = polymerToShuffle.dihedral_solver(CN,dummy=args.joiners,cutoff=0.7) - if failed == False: - print(f"successfully generated conformation {i+1} without clashes") - Saver = PDB(polymerToShuffle) - Saver.cleanup() # center in box - Saver.save(dummyAtoms=args.joiners,fname=f'{args.name}_solved{i+1}') - print(f"Saved polymer geometry {i+1} as '{fname}_solved{i+1}.pdb'\n\n") - break - if failed == True: - print(f"Unable to generate conformation number {i+1} - moving onto the next conformation\n\n") \ No newline at end of file diff --git a/polytop/polytop/polytop_automatic.py b/polytop/polytop/polytop_automatic.py deleted file mode 100644 index 775cf5a..0000000 --- a/polytop/polytop/polytop_automatic.py +++ /dev/null @@ -1,56 +0,0 @@ -from __future__ import annotations - -import json -import random -import re -from tqdm import tqdm -from typing import Dict, List, Optional, Tuple, Union -from .Bonds import Bond -from .Junction import Junction, Junctions -from .Topology import Topology -from .Polymer import Polymer -from .Atoms import Atom -from .Monomer import Monomer -from .Visualize import Visualize -import datetime -import copy - - -class Automatic: - def __init__(self, orderedList, itp_monomers, numMonomers, monomerList, junctions, dummies) -> None: - self.directions = orderedList - self.sizeOfPolymer = numMonomers - self.monomers = monomerList - self.junction_atoms = junctions - self.leaving_atoms = dummies - self.monomer_paths_dict = itp_monomers - - def build(self, outputName = 'polymer'): - monomers = [] - names = ["from", "to"] - - for index, monomer in enumerate(self.directions): - m = Topology.from_ITP(self.monomer_paths_dict[self.directions[index]]) - junctions = [] - if (index == 0): #keeping leaving - junctions.append(Junction(m.get_atom(self.junction_atoms[0]), m.get_atom(self.leaving_atoms[0]), name = names[0])) - elif (index == self.sizeOfPolymer-1): - junctions.append(Junction(m.get_atom(self.junction_atoms[1]), m.get_atom(self.leaving_atoms[1]), name = names[1])) - else: - for i, j in enumerate(self.junction_atoms): - junctions.append(Junction(m.get_atom(j), m.get_atom(self.leaving_atoms[i]), name = names[i])) - mono = Monomer(m, junctions) - monomers.append(mono) - - polymer = Polymer(monomers[0]) - for i in tqdm(range(1, self.sizeOfPolymer), desc='Building polymer topology with PolyTop'): - polymer.extend(monomers[i], "from", "to") - - polymer.save_to_file(f'{outputName}.json') - polymer_topology = polymer.topology - polymer_topology.to_ITP(f'{outputName}.itp') - try: - Visualize.polymer(polymer,infer_bond_order=False).draw2D(f'{outputName}.png',(400,200)) - except Exception as e: - print("Unable to generate RDKit render") - print(f"Failed with: '{e}'") \ No newline at end of file From 999eda14674a94883946a3dc0d5f4dae37179d7e Mon Sep 17 00:00:00 2001 From: lunamorrow Date: Tue, 28 Jan 2025 11:46:53 +1000 Subject: [PATCH 3/3] Clarify monomer construction for PolyConf/PolyTop and make setup instructions more explicit for the purpose of debugging a common build error --- README.md | 10 +++++++--- docs/source/getting_started.rst | 24 +++++++++++++++++++++--- 2 files changed, 28 insertions(+), 6 deletions(-) diff --git a/README.md b/README.md index 1f02838..17b5196 100644 --- a/README.md +++ b/README.md @@ -3,6 +3,7 @@ From your home directory, install PolyConstruct from Git: ``` +cd ~ git clone https://github.com/OMaraLab/polyconstruct.git ``` @@ -19,12 +20,15 @@ conda create --name polyconstruct-env conda activate polyconstruct-env pip install -r requirements.txt +``` + +If you recieve an error in the last step, it may be from the Python version on +your computer setup, as PolyTop has a strict requirement for version 3.10. Run +the below commands then repeat `pip install -r requirements.txt` : -# polytop requires python 3.10 -# you may need to install python=3.10 before you are able to install requirements (as per above), depending on your setup +``` conda uninstall python conda install "python=3.10" - ``` Then, build the PolyTop, PolyConf and PolyBuild packages: diff --git a/docs/source/getting_started.rst b/docs/source/getting_started.rst index 43b77da..9c54b77 100644 --- a/docs/source/getting_started.rst +++ b/docs/source/getting_started.rst @@ -28,12 +28,17 @@ To setup an environment for polyconstruct, run: pip install -r requirements.txt - # polytop requires python 3.10 - # you may need to install python=3.10 before you are able to install - # requirements (as per above), depending on your setup + +If you recieve an error in the last step above, it may be from the Python +version on your computer setup, as PolyTop has a strict requirement for version +3.10. Run the below commands then repeat `pip install -r requirements.txt` : + +.. code-block:: python + conda uninstall python conda install "python=3.10" + Then, build the PolyTop, PolyConf and PolyBuild packages: .. code-block:: python @@ -69,6 +74,19 @@ Then, build the PolyTop, PolyConf and PolyBuild packages: discrepancy in exactly which junctions are joined and where. +To utilise PolyConf and PolyTop, you will need extended topology files of the +monomeric units used to build your polymer. These monomer PDB and ITP files, +respectively can be obtained from the `ATB `_ or +other sources. + +These files do not need to be pre-processed, and can simply be loaded into +either a PolyConf or PolyTop Monomer object, depending on the file format. For +more information see the worked examples below, which demonstrate how to load a +monomer file into a Monomer object in both PolyConf and PolyTop. + +PolyBuild leverages GROMACS tools and does require ITP files to be +pre-processed. For more information see the :ref:`PolyBuild` documentation. + Worked Examples ==================